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<a href="clustering__operator__centroids_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;</div><div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#ifndef __CLUSTERING_OPERATOR_CENTROIDS_HPP</span></div><div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#define __CLUSTERING_OPERATOR_CENTROIDS_HPP</span></div><div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;</div><div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div><div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;stdio.h&gt;</span></div><div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div><div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span>      <span class="comment">// std::move</span></div><div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;stdexcept&gt;</span></div><div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;unordered_set&gt;</span></div><div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;</div><div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="random__ext_8hpp.html">random_ext.hpp</a>&quot;</span></div><div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="instance__frequency_8hpp.html">instance_frequency.hpp</a>&quot;</span></div><div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="matrix_8hpp.html">matrix.hpp</a>&quot;</span></div><div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="nearestinstance__operator_8hpp.html">nearestinstance_operator.hpp</a>&quot;</span></div><div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="linear__algebra__level1_8hpp.html">linear_algebra_level1.hpp</a>&quot;</span></div><div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="partition__linked__stats_8hpp.html">partition_linked_stats.hpp</a>&quot;</span></div><div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="partition__disjsets_8hpp.html">partition_disjsets.hpp</a>&quot;</span></div><div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="bit__array_8hpp.html">bit_array.hpp</a>&quot;</span></div><div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="stats__instances_8hpp.html">stats_instances.hpp</a>&quot;</span></div><div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="probability__selection_8hpp.html">probability_selection.hpp</a>&quot;</span></div><div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="nearestcentroids__operator_8hpp.html">nearestcentroids_operator.hpp</a>&quot;</span></div><div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="partition__label_8hpp.html">partition_label.hpp</a>&quot;</span></div><div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div><div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="verbose__global_8hpp.html">verbose_global.hpp</a>&quot;</span></div><div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div><div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="keyword">extern</span> <a class="code" href="random__ext_8hpp.html#a096d42d6e488c0b0de08cd7c24ec0099">StdMT19937</a>  <a class="code" href="clustering__operator__centroids_8hpp.html#acee5944d570f2fb7efdf1d4c801b30fb">gmt19937_eng</a>;</div><div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div><div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespaceclusteringop.html">clusteringop</a> {</div><div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;  </div><div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;</div><div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_CENTROIDS, </div><div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM, </div><div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX    <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;           &gt;</div><div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;<a class="code" href="namespaceclusteringop.html#ab64951784015cb55d4b8a32993255713">meanCentroids</a></div><div class="line"><a name="l00066"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#ab64951784015cb55d4b8a32993255713">   66</a></span>&#160;(T_CLUSTERIDX                        &amp;aocidx_numClusterNull,</div><div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160; <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_CENTROIDS&gt;</a>        &amp;aomatrixt_meanCentroids, </div><div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160; <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE_SUM&gt;</a>      &amp;aimatrixtrowt_sumInstancesClusterK, </div><div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160; std::vector&lt;T_INSTANCES_CLUSTER_K&gt;  &amp;aovectort_numInstClusterK</div><div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160; )</div><div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;{  </div><div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::meanCentroids&quot;</span>;</div><div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(output mat::MatrixRow&lt;T_CENTROIDS&gt;: aomatrixt_meanCentroids[&quot;</span>  </div><div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;              &lt;&lt; &amp;aomatrixt_meanCentroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  mat::MatrixRow&lt;T_FEATURE_SUM&gt;: aimatrixtrowt_sumInstancesClusterK[&quot;</span> </div><div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;              &lt;&lt; &amp;aimatrixtrowt_sumInstancesClusterK &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  std::vector&lt;T_INSTANCES_CLUSTER_K&gt;: aovectort_numInstClusterK[&quot;</span>  </div><div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;              &lt;&lt; &amp;aovectort_numInstClusterK &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;  }</div><div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;</div><div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;  aocidx_numClusterNull = 0;</div><div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;</div><div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aomatrixt_meanCentroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_i++) { </div><div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;    <span class="keywordflow">if</span> ( aovectort_numInstClusterK[lui_i] == 0) {</div><div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;      ++aocidx_numClusterNull;</div><div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;    }</div><div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;    <span class="keywordflow">else</span> {</div><div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;      <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        (aomatrixt_meanCentroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lui_i),</div><div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;         aovectort_numInstClusterK[lui_i],</div><div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;         aimatrixtrowt_sumInstancesClusterK.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lui_i),</div><div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;         lui_i</div><div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;         );</div><div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;    }</div><div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;  }</div><div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;</div><div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;aocidx_numClusterNull = &quot;</span> &lt;&lt; aocidx_numClusterNull &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;    std::ostringstream lostrstream_labelCentroids;</div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;    lostrstream_labelCentroids &lt;&lt; <span class="stringliteral">&quot;&lt;CENTROIDS MEAN:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;    aomatrixt_meanCentroids.<a class="code" href="classmat_1_1_matrix_base.html#a4cdb6c084f99e4aec0373760c093ee11">print</a>(std::cout,lostrstream_labelCentroids.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;    <span class="keywordflow">if</span> ( aocidx_numClusterNull &gt; 0 ) {</div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        std::cout &lt;&lt; <span class="stringliteral">&quot;\nERROR: solution is not valid, cluster without instances&quot;</span>;</div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;    }</div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;  }</div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;  </div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;}</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;</div><div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;</div><div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR_IDX,</div><div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;           &gt; </div><div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;<a class="code" href="namespaceclusteringop.html#a44a4fb40b11fb73247f3efad50d19183">initialize</a></div><div class="line"><a name="l00136"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a44a4fb40b11fb73247f3efad50d19183">  136</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a> &amp;aomatrixt_centroids,</div><div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR       aiiterator_instfirst,</div><div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160; INPUT_ITERATOR_IDX         aiiterator_idxInstanceRandFirst</div><div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160; )</div><div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;{</div><div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::initialize&quot;</span>;</div><div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(output mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aomatrixt_centroids[&quot;</span></div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;              &lt;&lt; &amp;aomatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input aiiterator_instfirst[&quot;</span> &lt;&lt; &amp;aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input aiiterator_idxInstanceRandFirst[&quot;</span> &lt;&lt; *aiiterator_idxInstanceRandFirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;              &lt;&lt;  <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;  }</div><div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;</div><div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;  <span class="comment">/*Copy rows*/</span></div><div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> li_j = 0; li_j &lt; aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); li_j++) { </div><div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;    T_FEATURE* lmrT_centroids = aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(li_j);</div><div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;</div><div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* liter_iInstance =</div><div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;      *std::next(aiiterator_instfirst,*aiiterator_idxInstanceRandFirst);</div><div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;    </div><div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;    <a class="code" href="namespaceinterfacesse.html#a925f44ed84d40e9af5050fa0e1373396">interfacesse::copy</a></div><div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      (lmrT_centroids,</div><div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;       liter_iInstance-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;       <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;       );</div><div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;    </div><div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;    ++aiiterator_idxInstanceRandFirst;</div><div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;  }</div><div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;</div><div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;    std::ostringstream lostrstream_labelCentroids;</div><div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;    lostrstream_labelCentroids &lt;&lt; <span class="stringliteral">&quot;&lt;CENTROIDSCLUSTER:&quot;</span>&lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;    </div><div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;    aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a4cdb6c084f99e4aec0373760c093ee11">print</a></div><div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;      (std::cout,</div><div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;       lostrstream_labelCentroids.str().c_str(),</div><div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;       <span class="charliteral">&#39;,&#39;</span>,</div><div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;       <span class="charliteral">&#39;;&#39;</span></div><div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;       );</div><div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;  }</div><div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor">  </span></div><div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;</div><div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;} <span class="comment">/*initialized*/</span></div><div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;  </div><div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;  </div><div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;           &gt; </div><div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;<a class="code" href="namespaceclusteringop.html#aaf9c618adece3370f1da1abe8d9ce36e">randomInitialize</a></div><div class="line"><a name="l00205"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#aaf9c618adece3370f1da1abe8d9ce36e">  205</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a> &amp;aomatrixt_centroids,</div><div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR       aiiterator_instfirst,</div><div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR       aiiterator_instlast</div><div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160; )</div><div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;{</div><div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;</div><div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;  </div><div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::randomInitialize&quot;</span>;</div><div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(output mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aomatrixt_centroids[&quot;</span></div><div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;              &lt;&lt; &amp;aomatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;              &lt;&lt;  aomatrixt_centroids &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instlast[&quot;</span> &lt;&lt; &amp;aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;lui_numInstances =  &quot;</span>  &lt;&lt; lui_numInstances &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;              &lt;&lt;  <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;  }</div><div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;</div><div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;  <span class="comment">/*Copy rows*/</span></div><div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;  std::uniform_int_distribution&lt;uintidx&gt; luniformdis_uiidxInstances0n</div><div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;    (0,lui_numInstances-1);</div><div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;  </div><div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;  std::unordered_set&lt;uintidx&gt;&amp;&amp; lunorderedset_idxRandInstances =</div><div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;    <a class="code" href="namespaceprob.html#a15090755bafc59aa295f2d02be64af8c">prob::getWithoutRepeatsSet</a></div><div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;    ( aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()</div><div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;      ,[&amp;]() -&gt; <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a></div><div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      { </div><div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;        <span class="keywordflow">return</span> luniformdis_uiidxInstances0n(<a class="code" href="clustering__operator__centroids_8hpp.html#acee5944d570f2fb7efdf1d4c801b30fb">gmt19937_eng</a>);</div><div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;      }</div><div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;      );</div><div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;</div><div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;  <span class="keyword">auto</span> literator_idxInstanceRandFirst = lunorderedset_idxRandInstances.begin();</div><div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;  </div><div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> li_j = 0; li_j &lt; aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); li_j++) { </div><div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;    T_FEATURE* lmrT_centroids = aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(li_j);</div><div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;</div><div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* liter_iInstance =</div><div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;      *std::next(aiiterator_instfirst,*literator_idxInstanceRandFirst);</div><div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;    </div><div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;    <a class="code" href="namespaceinterfacesse.html#a925f44ed84d40e9af5050fa0e1373396">interfacesse::copy</a></div><div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      (lmrT_centroids,</div><div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;       liter_iInstance-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;       <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;       );</div><div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;    </div><div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;    ++literator_idxInstanceRandFirst;</div><div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;  }</div><div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;</div><div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;    std::ostringstream lostrstream_labelCentroids;</div><div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;    lostrstream_labelCentroids &lt;&lt; <span class="stringliteral">&quot;&lt;CENTROIDSCLUSTER:&quot;</span>&lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;    </div><div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;    aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a4cdb6c084f99e4aec0373760c093ee11">print</a></div><div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;      (std::cout,</div><div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;       lostrstream_labelCentroids.str().c_str(),</div><div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;       <span class="charliteral">&#39;,&#39;</span>,</div><div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;       <span class="charliteral">&#39;;&#39;</span></div><div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;       );</div><div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;  }</div><div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor">  </span></div><div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;</div><div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;} <span class="comment">/*initialize*/</span></div><div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;</div><div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;</div><div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;</div><div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;           &gt; </div><div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;<a class="code" href="namespaceclusteringop.html#aaf9c618adece3370f1da1abe8d9ce36e">randomInitialize</a></div><div class="line"><a name="l00298"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a8600c8dbdfef5615335579d54629ea1b">  298</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>         &amp;aomatrixt_centroids,</div><div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160; T_CLUSTERIDX                       *aoarraycidx_memberShip,</div><div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160; std::vector&lt;T_INSTANCES_CLUSTER_K&gt; &amp;aovectorit_numInstClusterK,</div><div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160; INPUT_ITERATOR                     aiiterator_instfirst,</div><div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR               aiiterator_instlast</div><div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160; )</div><div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;{</div><div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;<span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances =</div><div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160; </div><div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::randomInitialize&quot;</span>;</div><div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(output mat::MatrixBase&lt;T_FEATURE&gt;&amp;: aomatrixt_centroids[&quot;</span></div><div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;              &lt;&lt; &amp;aomatrixt_centroids &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n output std::vector&lt;T_INSTANCES_CLUSTER_K&gt;&amp;: aovectorit_numInstClusterK[&quot;</span> </div><div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;              &lt;&lt; &amp;aovectorit_numInstClusterK &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n output T_CLUSTERIDX*: aoarraycidx_memberShip[&quot;</span> </div><div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;              &lt;&lt; aoarraycidx_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instlast[&quot;</span> &lt;&lt; &amp;aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;lui_numInstances = &quot;</span> &lt;&lt; lui_numInstances </div><div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;              &lt;&lt;  <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;  }</div><div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;</div><div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;  std::uniform_int_distribution&lt;uintidx&gt; luniformdis_uiidxInstances0n</div><div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;    (0,lui_numInstances-1);</div><div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;</div><div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;  std::unordered_set&lt;uintidx&gt;&amp;&amp; lunorderedset_idxRandInstances =</div><div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;    <a class="code" href="namespaceprob.html#a15090755bafc59aa295f2d02be64af8c">prob::getWithoutRepeatsSet</a></div><div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;    ( aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()</div><div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;      ,[&amp;]() -&gt; <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a></div><div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;      {</div><div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;        <span class="keywordflow">return</span> luniformdis_uiidxInstances0n(<a class="code" href="clustering__operator__centroids_8hpp.html#acee5944d570f2fb7efdf1d4c801b30fb">gmt19937_eng</a>);</div><div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      }</div><div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      );</div><div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;</div><div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;  <span class="keyword">auto</span> literator_idxInstanceRandFirst = lunorderedset_idxRandInstances.begin();</div><div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;  </div><div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;  <a class="code" href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;    (aoarraycidx_memberShip,</div><div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;     T_CLUSTERIDX(<a class="code" href="nearestinstance__operator_8hpp.html#ac6dfec13abcffd9b8f8abd4ad0cf6f11">NEARESTCENTROID_UNKNOWN</a>),</div><div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;     lui_numInstances</div><div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;     );</div><div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;</div><div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;  <span class="comment">/*Copy rows*/</span></div><div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> li_j = 0; li_j &lt; aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); li_j++) { </div><div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;    T_FEATURE* larrayrowt_centroids = aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(li_j);</div><div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* liter_iInstance =</div><div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;      *std::next(aiiterator_instfirst,*literator_idxInstanceRandFirst);</div><div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;    <a class="code" href="namespaceinterfacesse.html#a925f44ed84d40e9af5050fa0e1373396">interfacesse::copy</a> </div><div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;      (larrayrowt_centroids,</div><div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;       liter_iInstance-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;       liter_iInstance-&gt;<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">getNumDimensions</a>()</div><div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;       );</div><div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;    aoarraycidx_memberShip[*literator_idxInstanceRandFirst] =</div><div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;      (T_CLUSTERIDX) li_j;</div><div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;    aovectorit_numInstClusterK[li_j] = 1;</div><div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;    ++literator_idxInstanceRandFirst;</div><div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;  }</div><div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;</div><div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;    aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a4cdb6c084f99e4aec0373760c093ee11">print</a></div><div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;      (std::cout,</div><div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;       lpc_labelFunc,</div><div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;       <span class="charliteral">&#39;,&#39;</span>,</div><div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;       <span class="charliteral">&#39;;&#39;</span></div><div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;       );</div><div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;    std::ostringstream lostrstream_labelMemberShip;</div><div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;    lostrstream_labelMemberShip &lt;&lt; <span class="stringliteral">&quot;&lt;MEMBERCLUSTER:&quot;</span></div><div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;                                &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;      (aoarraycidx_memberShip,</div><div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;       aoarraycidx_memberShip+lui_numInstances,</div><div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;       std::cout,</div><div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;       lostrstream_labelMemberShip.str().c_str(),</div><div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;       );</div><div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;    std::ostringstream lostrstream_labelNumInst;</div><div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;    lostrstream_labelNumInst &lt;&lt; <span class="stringliteral">&quot;&lt;NUMINSTANCES:&quot;</span></div><div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;                             &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160; </div><div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;      (aovectorit_numInstClusterK.begin(),</div><div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;       aovectorit_numInstClusterK.end(),</div><div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;       std::cout,</div><div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;       lostrstream_labelNumInst.str().c_str(),</div><div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;       );</div><div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;  }</div><div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor">  </span></div><div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;</div><div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;}</div><div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;</div><div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;  </div><div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX, <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;           <span class="keyword">typename</span> T_DIST, </div><div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;           &gt;</div><div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> </div><div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;<a class="code" href="namespaceclusteringop.html#ad5da564b9274992e7f64e53f3c9d14b3">reassignCluster</a></div><div class="line"><a name="l00421"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#ad5da564b9274992e7f64e53f3c9d14b3">  421</a></span>&#160;(T_CLUSTERIDX                       *aioarraycidx_memberShip,</div><div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160; <span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>    &amp;aimatrixt_centroids,</div><div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160; INPUT_ITERATOR                     aiiterator_instfirst,</div><div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR               aiiterator_instlast,</div><div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_DIST,T_FEATURE&gt;</a> &amp;aifunc2p_dist</div><div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160; ) </div><div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;{</div><div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>      louintidx_threshold = 0; </div><div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;  T_DIST       lT_distMinCentInst;</div><div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;  </div><div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances =</div><div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;      <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::reassignCluster&quot;</span>;</div><div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t(output T_CLUSTERIDX*: aioarraycidx_memberShip[&quot;</span> </div><div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;              &lt;&lt; aioarraycidx_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  mat::MatrixRow&lt;T_CENTROIDS&gt;&amp;: aimatrixt_centroids[&quot;</span></div><div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instlast[&quot;</span> &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  aifunc2p_dista\n&quot;</span></div><div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t)\n&quot;</span>;</div><div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;  }</div><div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES </span></div><div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;</div><div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;       aiiterator_instfirst++, aioarraycidx_memberShip++)</div><div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;    {</div><div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;      (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;    T_CLUSTERIDX lmgidx_j = </div><div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;      <a class="code" href="namespacenearest.html#a8b0d89680acfe7ef438ae465bd633fb1">nearest::NN</a></div><div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;      &lt;T_CLUSTERIDX,T_FEATURE,T_DIST&gt;</div><div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;      (lT_distMinCentInst,</div><div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;       aimatrixt_centroids,</div><div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;       linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;       );</div><div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;    <span class="keywordflow">if</span> ( *aioarraycidx_memberShip != lmgidx_j ) {</div><div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;      *aioarraycidx_memberShip = lmgidx_j;</div><div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;      ++louintidx_threshold;</div><div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;    }</div><div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;  } <span class="comment">//END FOR</span></div><div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;</div><div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;louintidx_threshold = &quot;</span> &lt;&lt; louintidx_threshold </div><div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;              &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;    </div><div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;    std::ostringstream lostrstream_labelMemberShip;</div><div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;    lostrstream_labelMemberShip &lt;&lt; <span class="stringliteral">&quot;&lt;MEMBERCLUSTER:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;      (aioarraycidx_memberShip,</div><div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;       aioarraycidx_memberShip + lui_numInstances,</div><div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;       std::cout,</div><div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;       lostrstream_labelMemberShip.str().c_str(),</div><div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;       );</div><div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160; </div><div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;  }</div><div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;</div><div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;  <span class="keywordflow">return</span> louintidx_threshold; </div><div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;} <span class="comment">/*reassignCluster*/</span></div><div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;</div><div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;</div><div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX, <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;           <span class="keyword">typename</span> T_DIST,</div><div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;           &gt;</div><div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;<a class="code" href="namespaceclusteringop.html#a4cd166849eef381706813bb06e2029b4">setUpCuster</a></div><div class="line"><a name="l00511"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a4cd166849eef381706813bb06e2029b4">  511</a></span>&#160;(T_CLUSTERIDX                       *aioarraycidx_memberShip,</div><div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160; <span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>    &amp;aimatrixt_centroids,</div><div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160; INPUT_ITERATOR                     aiiterator_instfirst,</div><div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR               aiiterator_instlast,</div><div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_DIST,T_FEATURE&gt;</a> &amp;aifunc2p_dist</div><div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160; ) </div><div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;{ </div><div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;  T_DIST       lT_distMinCentInst;</div><div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;  </div><div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances =</div><div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;      <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::setUpCuster&quot;</span>;</div><div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX  *aioarraycidx_memberShipVerbose = aioarraycidx_memberShip;</div><div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(output T_CLUSTERIDX*: aioarraycidx_memberShip[&quot;</span> </div><div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;              &lt;&lt; aioarraycidx_memberShipVerbose &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span>;</div><div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;    std::ostringstream lostrstream_labelMemberShip;</div><div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;    lostrstream_labelMemberShip &lt;&lt; <span class="stringliteral">&quot;&lt;MEMBERCLUSTER:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00533"></a><span class="lineno">  533</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;      (aioarraycidx_memberShipVerbose,</div><div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;       aioarraycidx_memberShipVerbose + lui_numInstances,</div><div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;       std::cout,</div><div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;       lostrstream_labelMemberShip.str().c_str(),</div><div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;       );</div><div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;    std::cout  &lt;&lt; <span class="stringliteral">&quot;\n input  mat::MatrixRow&lt;T_CENTROIDS&gt;&amp;: aimatrixt_centroids[&quot;</span></div><div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instlast[&quot;</span> &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  aifunc2p_dista\n&quot;</span></div><div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;  }</div><div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES </span></div><div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;</div><div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;  <span class="keywordflow">for</span> ( ; aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;       aiiterator_instfirst++, aioarraycidx_memberShip++)</div><div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;    {</div><div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;    <span class="keywordflow">if</span> (*aioarraycidx_memberShip == <a class="code" href="nearestinstance__operator_8hpp.html#ac6dfec13abcffd9b8f8abd4ad0cf6f11">NEARESTCENTROID_UNKNOWN</a> ) {</div><div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;      <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;        (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;      T_CLUSTERIDX lmgidx_j = </div><div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;        <a class="code" href="namespacenearest.html#a8b0d89680acfe7ef438ae465bd633fb1">nearest::NN</a></div><div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;        &lt;T_CLUSTERIDX,T_FEATURE,T_DIST&gt;</div><div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;        (lT_distMinCentInst,</div><div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;         aimatrixt_centroids,</div><div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;         linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;         aifunc2p_dist</div><div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;         );</div><div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;      *aioarraycidx_memberShip = lmgidx_j;</div><div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;    }</div><div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;  } <span class="comment">//End for</span></div><div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;</div><div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;    </div><div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;    std::ostringstream lostrstream_labelMemberShip;</div><div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;    lostrstream_labelMemberShip &lt;&lt; <span class="stringliteral">&quot;&lt;MEMBERCLUSTER:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;      (aioarraycidx_memberShipVerbose,</div><div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;       aioarraycidx_memberShipVerbose + lui_numInstances,</div><div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;       std::cout,</div><div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;       lostrstream_labelMemberShip.str().c_str(),</div><div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;       );</div><div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;  </div><div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;  }</div><div class="line"><a name="l00584"></a><span class="lineno">  584</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160; </div><div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;} <span class="comment">/*setUpCuster*/</span></div><div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;</div><div class="line"><a name="l00589"></a><span class="lineno">  589</span>&#160;  </div><div class="line"><a name="l00600"></a><span class="lineno">  600</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE, </div><div class="line"><a name="l00601"></a><span class="lineno">  601</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l00602"></a><span class="lineno">  602</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,  <span class="comment">//-1, 0, 1, .., N</span></div><div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX, <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l00604"></a><span class="lineno">  604</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l00605"></a><span class="lineno">  605</span>&#160;           &gt;</div><div class="line"><a name="l00606"></a><span class="lineno">  606</span>&#160;T_CLUSTERIDX  </div><div class="line"><a name="l00607"></a><span class="lineno">  607</span>&#160;<a class="code" href="namespaceclusteringop.html#ac52fbdbee047ca93bef1426d6493f31f">getCentroids</a></div><div class="line"><a name="l00608"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#ac52fbdbee047ca93bef1426d6493f31f">  608</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>          &amp;aomatrixt_centroids,</div><div class="line"><a name="l00609"></a><span class="lineno">  609</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE_SUM&gt;</a>      &amp;aomatrixt_sumInstancesCluster,</div><div class="line"><a name="l00610"></a><span class="lineno">  610</span>&#160; std::vector&lt;T_INSTANCES_CLUSTER_K&gt; &amp;aovectort_numInstancesInClusterK,</div><div class="line"><a name="l00611"></a><span class="lineno">  611</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a> &amp;aipartition_clusters,</div><div class="line"><a name="l00612"></a><span class="lineno">  612</span>&#160; INPUT_ITERATOR                     aiiterator_instfirst,</div><div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR               aiiterator_instlast</div><div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160; ) </div><div class="line"><a name="l00615"></a><span class="lineno">  615</span>&#160;{  </div><div class="line"><a name="l00616"></a><span class="lineno">  616</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00617"></a><span class="lineno">  617</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::getCentroids&quot;</span>;</div><div class="line"><a name="l00618"></a><span class="lineno">  618</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00619"></a><span class="lineno">  619</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00620"></a><span class="lineno">  620</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00621"></a><span class="lineno">  621</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input mat::MatrixRow&lt;T_FEATURE&gt;  aomatrixt_centroids&quot;</span></div><div class="line"><a name="l00623"></a><span class="lineno">  623</span>&#160;              &lt;&lt;  aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &lt;&lt; <span class="stringliteral">&quot;x&quot;</span></div><div class="line"><a name="l00624"></a><span class="lineno">  624</span>&#160;              &lt;&lt;  aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00625"></a><span class="lineno">  625</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;[&quot;</span> &lt;&lt;  &amp;aomatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00626"></a><span class="lineno">  626</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;MatrixRow&lt;T_FEATURE_SUM&gt; aomatrixt_sumInstancesCluster&quot;</span></div><div class="line"><a name="l00627"></a><span class="lineno">  627</span>&#160;              &lt;&lt;  aomatrixt_sumInstancesCluster.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &lt;&lt; <span class="stringliteral">&quot;x&quot;</span></div><div class="line"><a name="l00628"></a><span class="lineno">  628</span>&#160;              &lt;&lt;  aomatrixt_sumInstancesCluster.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00629"></a><span class="lineno">  629</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;[&quot;</span> &lt;&lt;  &amp;aomatrixt_sumInstancesCluster &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00630"></a><span class="lineno">  630</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input partition::Partition&lt;&gt;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l00631"></a><span class="lineno">  631</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\tk = &quot;</span></div><div class="line"><a name="l00632"></a><span class="lineno">  632</span>&#160;              &lt;&lt; aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#a4a440dcaeb42e05a52a46405eb30d36e">getNumCluster</a>() &lt;&lt; <span class="stringliteral">&quot;\n&quot;</span></div><div class="line"><a name="l00633"></a><span class="lineno">  633</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00634"></a><span class="lineno">  634</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instlast[&quot;</span> &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00635"></a><span class="lineno">  635</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l00636"></a><span class="lineno">  636</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00637"></a><span class="lineno">  637</span>&#160;  }</div><div class="line"><a name="l00638"></a><span class="lineno">  638</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES </span></div><div class="line"><a name="l00639"></a><span class="lineno">  639</span>&#160;</div><div class="line"><a name="l00640"></a><span class="lineno">  640</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX  lcidx_numClusterK = aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#a4a440dcaeb42e05a52a46405eb30d36e">getNumCluster</a>();  </div><div class="line"><a name="l00641"></a><span class="lineno">  641</span>&#160;  <span class="keyword">const</span> T_FEATURE lT_alpha = T_FEATURE(1);</div><div class="line"><a name="l00642"></a><span class="lineno">  642</span>&#160;</div><div class="line"><a name="l00643"></a><span class="lineno">  643</span>&#160;  aomatrixt_sumInstancesCluster.<a class="code" href="classmat_1_1_matrix_row.html#a1070fba1c0ec0fbaa309f141817be412">initialize</a>(T_FEATURE(0.0));</div><div class="line"><a name="l00644"></a><span class="lineno">  644</span>&#160;  </div><div class="line"><a name="l00645"></a><span class="lineno">  645</span>&#160;  <a class="code" href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="line"><a name="l00646"></a><span class="lineno">  646</span>&#160;    (aovectort_numInstancesInClusterK.data(),</div><div class="line"><a name="l00647"></a><span class="lineno">  647</span>&#160;     T_INSTANCES_CLUSTER_K(0),</div><div class="line"><a name="l00648"></a><span class="lineno">  648</span>&#160;     aomatrixt_sumInstancesCluster.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()</div><div class="line"><a name="l00649"></a><span class="lineno">  649</span>&#160;     );</div><div class="line"><a name="l00650"></a><span class="lineno">  650</span>&#160;  </div><div class="line"><a name="l00651"></a><span class="lineno">  651</span>&#160;  <span class="keywordflow">for</span> (aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#acb8de7c890e05872858fb7a7aa53b657">begin</a>(); aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;    </div><div class="line"><a name="l00653"></a><span class="lineno">  653</span>&#160;    T_CLUSTERIDX lcidx_instInClusterJ = aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#a96660ce61740ab0287189b21833eccdf">next</a>();</div><div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;    </div><div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;    <span class="keywordflow">if</span> ( 0 &lt;= lcidx_instInClusterJ  &amp;&amp; lcidx_instInClusterJ &lt;  lcidx_numClusterK  ) {</div><div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;      <span class="keyword">const</span> T_FEATURE* linst_inter =</div><div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;      ((<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst)-&gt;getFeatures();</div><div class="line"><a name="l00658"></a><span class="lineno">  658</span>&#160;      T_FEATURE_SUM* larrarrowt_sumInstancesCluster = </div><div class="line"><a name="l00659"></a><span class="lineno">  659</span>&#160;        aomatrixt_sumInstancesCluster.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lcidx_instInClusterJ);</div><div class="line"><a name="l00660"></a><span class="lineno">  660</span>&#160;      <a class="code" href="namespaceinterfacesse.html#a9dd5fb43ad8a83ee5cb2f5ba1bb2085b">interfacesse::axpy</a></div><div class="line"><a name="l00661"></a><span class="lineno">  661</span>&#160;        (larrarrowt_sumInstancesCluster,</div><div class="line"><a name="l00662"></a><span class="lineno">  662</span>&#160;         lT_alpha,</div><div class="line"><a name="l00663"></a><span class="lineno">  663</span>&#160;         linst_inter,</div><div class="line"><a name="l00664"></a><span class="lineno">  664</span>&#160;         <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00665"></a><span class="lineno">  665</span>&#160;         );</div><div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160;      </div><div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160;      aovectort_numInstancesInClusterK[lcidx_instInClusterJ]++;</div><div class="line"><a name="l00668"></a><span class="lineno">  668</span>&#160;      </div><div class="line"><a name="l00669"></a><span class="lineno">  669</span>&#160;    }</div><div class="line"><a name="l00670"></a><span class="lineno">  670</span>&#160;  } <span class="comment">//End for</span></div><div class="line"><a name="l00671"></a><span class="lineno">  671</span>&#160;  </div><div class="line"><a name="l00672"></a><span class="lineno">  672</span>&#160;  T_CLUSTERIDX locidx_numClusterNull = 0;</div><div class="line"><a name="l00673"></a><span class="lineno">  673</span>&#160;  </div><div class="line"><a name="l00674"></a><span class="lineno">  674</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_i++) { </div><div class="line"><a name="l00675"></a><span class="lineno">  675</span>&#160;    <span class="keywordflow">if</span> ( aovectort_numInstancesInClusterK[lui_i] == 0) {</div><div class="line"><a name="l00676"></a><span class="lineno">  676</span>&#160;      ++locidx_numClusterNull;</div><div class="line"><a name="l00677"></a><span class="lineno">  677</span>&#160;    }</div><div class="line"><a name="l00678"></a><span class="lineno">  678</span>&#160;    <span class="keywordflow">else</span> {</div><div class="line"><a name="l00679"></a><span class="lineno">  679</span>&#160;      <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l00680"></a><span class="lineno">  680</span>&#160;        (aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i),</div><div class="line"><a name="l00681"></a><span class="lineno">  681</span>&#160;         aovectort_numInstancesInClusterK[lui_i],</div><div class="line"><a name="l00682"></a><span class="lineno">  682</span>&#160;         aomatrixt_sumInstancesCluster.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i),</div><div class="line"><a name="l00683"></a><span class="lineno">  683</span>&#160;         lui_i</div><div class="line"><a name="l00684"></a><span class="lineno">  684</span>&#160;         );</div><div class="line"><a name="l00685"></a><span class="lineno">  685</span>&#160;    }</div><div class="line"><a name="l00686"></a><span class="lineno">  686</span>&#160;  }</div><div class="line"><a name="l00687"></a><span class="lineno">  687</span>&#160;</div><div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;</div><div class="line"><a name="l00689"></a><span class="lineno">  689</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00690"></a><span class="lineno">  690</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00691"></a><span class="lineno">  691</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00692"></a><span class="lineno">  692</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00693"></a><span class="lineno">  693</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\tlocidx_numClusterNull = &quot;</span> &lt;&lt; locidx_numClusterNull &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l00694"></a><span class="lineno">  694</span>&#160;</div><div class="line"><a name="l00695"></a><span class="lineno">  695</span>&#160;    std::ostringstream lostrstream_labelCentroids;</div><div class="line"><a name="l00696"></a><span class="lineno">  696</span>&#160;    lostrstream_labelCentroids &lt;&lt; <span class="stringliteral">&quot;&lt;CENTROIDS:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00697"></a><span class="lineno">  697</span>&#160;      aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a156313f6aa515994b76321ff03780b16">print</a>(std::cout,lostrstream_labelCentroids.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l00698"></a><span class="lineno">  698</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00699"></a><span class="lineno">  699</span>&#160;</div><div class="line"><a name="l00700"></a><span class="lineno">  700</span>&#160;    std::ostringstream lostrstream_labelSumInst;</div><div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;    lostrstream_labelSumInst &lt;&lt; <span class="stringliteral">&quot;&lt;INSTANCES SUM:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00702"></a><span class="lineno">  702</span>&#160;   </div><div class="line"><a name="l00703"></a><span class="lineno">  703</span>&#160;    aomatrixt_sumInstancesCluster.<a class="code" href="classmat_1_1_matrix_row.html#a156313f6aa515994b76321ff03780b16">print</a>(std::cout,lostrstream_labelSumInst.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l00704"></a><span class="lineno">  704</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00705"></a><span class="lineno">  705</span>&#160;</div><div class="line"><a name="l00706"></a><span class="lineno">  706</span>&#160;    std::ostringstream lostrstream_labelInstClusterK;</div><div class="line"><a name="l00707"></a><span class="lineno">  707</span>&#160;    lostrstream_labelInstClusterK &lt;&lt; <span class="stringliteral">&quot;&lt;INSTANCES CLUSTER K: &quot;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00708"></a><span class="lineno">  708</span>&#160;                                  &lt;&lt; <span class="stringliteral">&quot;:aovectort_numInstancesInClusterK[&quot;</span></div><div class="line"><a name="l00709"></a><span class="lineno">  709</span>&#160;                                  &lt;&lt; &amp;aovectort_numInstancesInClusterK &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l00710"></a><span class="lineno">  710</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00711"></a><span class="lineno">  711</span>&#160;      (aovectort_numInstancesInClusterK.begin(),</div><div class="line"><a name="l00712"></a><span class="lineno">  712</span>&#160;       aovectort_numInstancesInClusterK.end(),</div><div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;       std::cout,</div><div class="line"><a name="l00714"></a><span class="lineno">  714</span>&#160;       lostrstream_labelInstClusterK.str().c_str(),</div><div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00716"></a><span class="lineno">  716</span>&#160;       );</div><div class="line"><a name="l00717"></a><span class="lineno">  717</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00718"></a><span class="lineno">  718</span>&#160;   </div><div class="line"><a name="l00719"></a><span class="lineno">  719</span>&#160;  }</div><div class="line"><a name="l00720"></a><span class="lineno">  720</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00721"></a><span class="lineno">  721</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00722"></a><span class="lineno">  722</span>&#160;</div><div class="line"><a name="l00723"></a><span class="lineno">  723</span>&#160;  <span class="keywordflow">return</span> locidx_numClusterNull; </div><div class="line"><a name="l00724"></a><span class="lineno">  724</span>&#160;  </div><div class="line"><a name="l00725"></a><span class="lineno">  725</span>&#160;}</div><div class="line"><a name="l00726"></a><span class="lineno">  726</span>&#160;</div><div class="line"><a name="l00727"></a><span class="lineno">  727</span>&#160;</div><div class="line"><a name="l00737"></a><span class="lineno">  737</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_BITSIZE,</div><div class="line"><a name="l00738"></a><span class="lineno">  738</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00739"></a><span class="lineno">  739</span>&#160;           <span class="comment">// typename T_FEATURE_SUM,</span></div><div class="line"><a name="l00740"></a><span class="lineno">  740</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l00741"></a><span class="lineno">  741</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX, <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l00742"></a><span class="lineno">  742</span>&#160;           <span class="keyword">typename</span> T_REAL  </div><div class="line"><a name="l00743"></a><span class="lineno">  743</span>&#160;           &gt;</div><div class="line"><a name="l00744"></a><span class="lineno">  744</span>&#160;std::tuple</div><div class="line"><a name="l00745"></a><span class="lineno">  745</span>&#160;&lt;<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>,</div><div class="line"><a name="l00746"></a><span class="lineno">  746</span>&#160; <a class="code" href="classpartition_1_1_partition_disj_sets.html">partition::PartitionDisjSets&lt;T_CLUSTERIDX&gt;</a>,</div><div class="line"><a name="l00747"></a><span class="lineno">  747</span>&#160; std::vector&lt;T_INSTANCES_CLUSTER_K&gt; </div><div class="line"><a name="l00748"></a><span class="lineno">  748</span>&#160; &gt;</div><div class="line"><a name="l00749"></a><span class="lineno">  749</span>&#160;<a class="code" href="namespaceclusteringop.html#ad049486ebab197e0041b0f9f36b2b30b">getClusters</a></div><div class="line"><a name="l00750"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#ad049486ebab197e0041b0f9f36b2b30b">  750</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_bit_array.html">mat::BitArray&lt;T_BITSIZE&gt;</a>            &amp;aibirarray_clusterSeedIdx,</div><div class="line"><a name="l00751"></a><span class="lineno">  751</span>&#160; <span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>           &amp;aimatrixrowt_Vi,</div><div class="line"><a name="l00752"></a><span class="lineno">  752</span>&#160; <span class="keyword">const</span> std::vector&lt;T_INSTANCES_CLUSTER_K&gt;  &amp;aivectort_numInstBi,</div><div class="line"><a name="l00753"></a><span class="lineno">  753</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_REAL,T_FEATURE&gt;</a>        &amp;aifunc2p_dist,</div><div class="line"><a name="l00754"></a><span class="lineno">  754</span>&#160; <span class="keyword">const</span> T_CLUSTERIDX                        aiit_datatypeClusterIdx</div><div class="line"><a name="l00755"></a><span class="lineno">  755</span>&#160; )</div><div class="line"><a name="l00756"></a><span class="lineno">  756</span>&#160;{</div><div class="line"><a name="l00757"></a><span class="lineno">  757</span>&#160;  <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       </div><div class="line"><a name="l00758"></a><span class="lineno">  758</span>&#160;    lomatrixrowt_S</div><div class="line"><a name="l00759"></a><span class="lineno">  759</span>&#160;    (aibirarray_clusterSeedIdx.<a class="code" href="classds_1_1_bit_container.html#aefad9145f725e5584f59e6f9ff64e07b">getNumBitOn</a>(),</div><div class="line"><a name="l00760"></a><span class="lineno">  760</span>&#160;     <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00761"></a><span class="lineno">  761</span>&#160;     );</div><div class="line"><a name="l00762"></a><span class="lineno">  762</span>&#160; </div><div class="line"><a name="l00763"></a><span class="lineno">  763</span>&#160;  <a class="code" href="classds_1_1_disj_sets.html">ds::DisjSets</a> lodisjsets_BkinCi( aibirarray_clusterSeedIdx.<a class="code" href="classmat_1_1_bit_array.html#a29b36b5521b6ab19f7427f3d1f7bee4b">size</a>() );</div><div class="line"><a name="l00764"></a><span class="lineno">  764</span>&#160;  std::vector&lt;uintidx&gt; lvectoruintidx_idxFirstInstVi(lomatrixrowt_S.getNumRows());  </div><div class="line"><a name="l00765"></a><span class="lineno">  765</span>&#160;  std::vector&lt;T_INSTANCES_CLUSTER_K&gt; lovectort_numInstCi( lomatrixrowt_S.getNumRows() );</div><div class="line"><a name="l00766"></a><span class="lineno">  766</span>&#160;  </div><div class="line"><a name="l00767"></a><span class="lineno">  767</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00768"></a><span class="lineno">  768</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::getCentroids&quot;</span>;</div><div class="line"><a name="l00769"></a><span class="lineno">  769</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00770"></a><span class="lineno">  770</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00771"></a><span class="lineno">  771</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00772"></a><span class="lineno">  772</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00773"></a><span class="lineno">  773</span>&#160;    </div><div class="line"><a name="l00774"></a><span class="lineno">  774</span>&#160;    std::ostringstream lostrstream_labelChrom;</div><div class="line"><a name="l00775"></a><span class="lineno">  775</span>&#160;    lostrstream_labelChrom &lt;&lt; <span class="stringliteral">&quot;INPUT:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00776"></a><span class="lineno">  776</span>&#160;    aibirarray_clusterSeedIdx.<a class="code" href="classmat_1_1_bit_array.html#a069efb2e4c68ffc2dec049e147de0fbb">print</a>(std::cout,lostrstream_labelChrom.str().c_str());</div><div class="line"><a name="l00777"></a><span class="lineno">  777</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00778"></a><span class="lineno">  778</span>&#160;</div><div class="line"><a name="l00779"></a><span class="lineno">  779</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;mat::MatrixRow&lt;T_FEATURE&gt;: aimatrixrowt_Vi[&quot;</span></div><div class="line"><a name="l00780"></a><span class="lineno">  780</span>&#160;              &lt;&lt; &amp;aimatrixrowt_Vi &lt;&lt; <span class="charliteral">&#39;]&#39;</span> &lt;&lt; <span class="stringliteral">&quot; NumRows: &quot;</span> &lt;&lt; aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() </div><div class="line"><a name="l00781"></a><span class="lineno">  781</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\ninput  std::vector&lt;T_INSTANCES_CLUSTER_K&gt; &amp;aivectort_numInstBi[&quot;</span> </div><div class="line"><a name="l00782"></a><span class="lineno">  782</span>&#160;              &lt;&lt; &amp;aivectort_numInstBi &lt;&lt; <span class="charliteral">&#39;]&#39;</span> &lt;&lt; <span class="stringliteral">&quot; size: &quot;</span> &lt;&lt; aivectort_numInstBi.size()</div><div class="line"><a name="l00783"></a><span class="lineno">  783</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\ninput  dist::Dist&lt;T_REAL,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00784"></a><span class="lineno">  784</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00785"></a><span class="lineno">  785</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00786"></a><span class="lineno">  786</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00787"></a><span class="lineno">  787</span>&#160;  }</div><div class="line"><a name="l00788"></a><span class="lineno">  788</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00789"></a><span class="lineno">  789</span>&#160;</div><div class="line"><a name="l00790"></a><span class="lineno">  790</span>&#160;  <span class="keywordflow">if</span> ( lomatrixrowt_S.getNumRows() &gt; 0 ) {</div><div class="line"><a name="l00791"></a><span class="lineno">  791</span>&#160;    </div><div class="line"><a name="l00792"></a><span class="lineno">  792</span>&#160;    <span class="comment">/*INITIALIZE: First Vi</span></div><div class="line"><a name="l00793"></a><span class="lineno">  793</span>&#160;<span class="comment">     */</span></div><div class="line"><a name="l00794"></a><span class="lineno">  794</span>&#160;    <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_cj = 0;</div><div class="line"><a name="l00795"></a><span class="lineno">  795</span>&#160;    </div><div class="line"><a name="l00796"></a><span class="lineno">  796</span>&#160;    <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_instii = 0;</div><div class="line"><a name="l00797"></a><span class="lineno">  797</span>&#160;          luintidx_instii &lt; aibirarray_clusterSeedIdx.<a class="code" href="classmat_1_1_bit_array.html#a29b36b5521b6ab19f7427f3d1f7bee4b">size</a>();</div><div class="line"><a name="l00798"></a><span class="lineno">  798</span>&#160;          luintidx_instii++ )</div><div class="line"><a name="l00799"></a><span class="lineno">  799</span>&#160;      {</div><div class="line"><a name="l00800"></a><span class="lineno">  800</span>&#160;     </div><div class="line"><a name="l00801"></a><span class="lineno">  801</span>&#160;      <span class="keywordflow">if</span> ( aibirarray_clusterSeedIdx.<a class="code" href="classds_1_1_bit_container.html#ac411be8a6a028077107ab9c7a60b5546">getBit</a>(luintidx_instii) ) {</div><div class="line"><a name="l00802"></a><span class="lineno">  802</span>&#160;</div><div class="line"><a name="l00803"></a><span class="lineno">  803</span>&#160;        lomatrixrowt_S.copyRow</div><div class="line"><a name="l00804"></a><span class="lineno">  804</span>&#160;          (luintidx_cj,</div><div class="line"><a name="l00805"></a><span class="lineno">  805</span>&#160;           aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_instii)</div><div class="line"><a name="l00806"></a><span class="lineno">  806</span>&#160;           );</div><div class="line"><a name="l00807"></a><span class="lineno">  807</span>&#160;        lovectort_numInstCi[luintidx_cj] = aivectort_numInstBi[luintidx_instii];</div><div class="line"><a name="l00808"></a><span class="lineno">  808</span>&#160;        lvectoruintidx_idxFirstInstVi.at(luintidx_cj) = luintidx_instii;</div><div class="line"><a name="l00809"></a><span class="lineno">  809</span>&#160;        ++luintidx_cj;</div><div class="line"><a name="l00810"></a><span class="lineno">  810</span>&#160;        </div><div class="line"><a name="l00811"></a><span class="lineno">  811</span>&#160;      }</div><div class="line"><a name="l00812"></a><span class="lineno">  812</span>&#160;    }</div><div class="line"><a name="l00813"></a><span class="lineno">  813</span>&#160;            </div><div class="line"><a name="l00814"></a><span class="lineno">  814</span>&#160;    <span class="comment">/*Eqs(3) and Eqs(4)</span></div><div class="line"><a name="l00815"></a><span class="lineno">  815</span>&#160;<span class="comment">     */</span></div><div class="line"><a name="l00816"></a><span class="lineno">  816</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_instii = 0;</div><div class="line"><a name="l00817"></a><span class="lineno">  817</span>&#160;         luintidx_instii &lt; aibirarray_clusterSeedIdx.<a class="code" href="classmat_1_1_bit_array.html#a29b36b5521b6ab19f7427f3d1f7bee4b">size</a>();</div><div class="line"><a name="l00818"></a><span class="lineno">  818</span>&#160;         luintidx_instii++ )</div><div class="line"><a name="l00819"></a><span class="lineno">  819</span>&#160;      {</div><div class="line"><a name="l00820"></a><span class="lineno">  820</span>&#160;     </div><div class="line"><a name="l00821"></a><span class="lineno">  821</span>&#160;      <span class="keywordflow">if</span> ( !aibirarray_clusterSeedIdx.<a class="code" href="classds_1_1_bit_container.html#ac411be8a6a028077107ab9c7a60b5546">getBit</a>(luintidx_instii) ) {</div><div class="line"><a name="l00822"></a><span class="lineno">  822</span>&#160;</div><div class="line"><a name="l00823"></a><span class="lineno">  823</span>&#160;        T_REAL  lnormt_distMinBiCj;</div><div class="line"><a name="l00824"></a><span class="lineno">  824</span>&#160;        <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_insticj =</div><div class="line"><a name="l00825"></a><span class="lineno">  825</span>&#160;          <a class="code" href="namespacenearest.html#a8b0d89680acfe7ef438ae465bd633fb1">nearest::NN</a></div><div class="line"><a name="l00826"></a><span class="lineno">  826</span>&#160;          &lt;<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>,</div><div class="line"><a name="l00827"></a><span class="lineno">  827</span>&#160;           T_FEATURE,</div><div class="line"><a name="l00828"></a><span class="lineno">  828</span>&#160;           T_REAL</div><div class="line"><a name="l00829"></a><span class="lineno">  829</span>&#160;           &gt;</div><div class="line"><a name="l00830"></a><span class="lineno">  830</span>&#160;          (lnormt_distMinBiCj,</div><div class="line"><a name="l00831"></a><span class="lineno">  831</span>&#160;           lomatrixrowt_S,</div><div class="line"><a name="l00832"></a><span class="lineno">  832</span>&#160;           aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_instii),</div><div class="line"><a name="l00833"></a><span class="lineno">  833</span>&#160;           aifunc2p_dist</div><div class="line"><a name="l00834"></a><span class="lineno">  834</span>&#160;           );</div><div class="line"><a name="l00835"></a><span class="lineno">  835</span>&#160;</div><div class="line"><a name="l00836"></a><span class="lineno">  836</span>&#160;        lodisjsets_BkinCi.merge(lvectoruintidx_idxFirstInstVi[luintidx_insticj],luintidx_instii);</div><div class="line"><a name="l00837"></a><span class="lineno">  837</span>&#160;</div><div class="line"><a name="l00838"></a><span class="lineno">  838</span>&#160;        <span class="comment">//#if  DATATYPE_CENTROIDS_ROUND == 0</span></div><div class="line"><a name="l00839"></a><span class="lineno">  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name="l00846"></a><span class="lineno">  846</span>&#160;<span class="comment">        T_FEATURE lt_alpha = </span></div><div class="line"><a name="l00847"></a><span class="lineno">  847</span>&#160;<span class="comment">        (T_FEATURE) (lovectort_numInstCi[luintidx_insticj]) / lt_sumInstCiBi;             */</span></div><div class="line"><a name="l00848"></a><span class="lineno">  848</span>&#160;</div><div class="line"><a name="l00849"></a><span class="lineno">  849</span>&#160;        <a class="code" href="namespaceinterfacesse.html#a144ebf70bf38495c3de1aca2c8365e08">interfacesse::scal</a></div><div class="line"><a name="l00850"></a><span class="lineno">  850</span>&#160;          (lomatrixrowt_S.getRow(luintidx_insticj),  </div><div class="line"><a name="l00851"></a><span class="lineno">  851</span>&#160;           lovectort_numInstCi[luintidx_insticj],</div><div class="line"><a name="l00852"></a><span class="lineno">  852</span>&#160;           <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00853"></a><span class="lineno">  853</span>&#160;           );</div><div class="line"><a name="l00854"></a><span class="lineno">  854</span>&#160;</div><div class="line"><a name="l00855"></a><span class="lineno">  855</span>&#160;        <a class="code" href="namespaceinterfacesse.html#a9dd5fb43ad8a83ee5cb2f5ba1bb2085b">interfacesse::axpy</a></div><div class="line"><a name="l00856"></a><span class="lineno">  856</span>&#160;          (lomatrixrowt_S.getRow(luintidx_insticj),  </div><div class="line"><a name="l00857"></a><span class="lineno">  857</span>&#160;           aivectort_numInstBi[luintidx_instii],</div><div class="line"><a name="l00858"></a><span class="lineno">  858</span>&#160;           aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_instii),</div><div class="line"><a name="l00859"></a><span class="lineno">  859</span>&#160;           <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00860"></a><span class="lineno">  860</span>&#160;           );</div><div class="line"><a name="l00861"></a><span class="lineno">  861</span>&#160;</div><div class="line"><a name="l00862"></a><span class="lineno">  862</span>&#160;        <a class="code" href="namespaceinterfacesse.html#a948123152e5a1224ca48861b25b6dc0e">interfacesse::scalInv</a></div><div class="line"><a name="l00863"></a><span class="lineno">  863</span>&#160;          (lomatrixrowt_S.getRow(luintidx_insticj),  </div><div class="line"><a name="l00864"></a><span class="lineno">  864</span>&#160;           lovectort_numInstCi[luintidx_insticj]+aivectort_numInstBi[luintidx_instii],</div><div class="line"><a name="l00865"></a><span class="lineno">  865</span>&#160;           <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00866"></a><span class="lineno">  866</span>&#160;           );</div><div class="line"><a name="l00867"></a><span class="lineno">  867</span>&#160;</div><div class="line"><a name="l00868"></a><span class="lineno">  868</span>&#160;        <span class="comment">/*OK</span></div><div class="line"><a name="l00869"></a><span class="lineno">  869</span>&#160;<span class="comment">        interfacesse::scal</span></div><div class="line"><a name="l00870"></a><span class="lineno">  870</span>&#160;<span class="comment">          (lomatrixrowt_S.getRow(luintidx_insticj),  </span></div><div class="line"><a name="l00871"></a><span class="lineno">  871</span>&#160;<span class="comment">           lt_alpha,</span></div><div class="line"><a name="l00872"></a><span class="lineno">  872</span>&#160;<span class="comment">           data::Instance&lt;T_FEATURE&gt;::getNumDimensions()</span></div><div class="line"><a name="l00873"></a><span class="lineno">  873</span>&#160;<span class="comment">           );</span></div><div class="line"><a name="l00874"></a><span class="lineno">  874</span>&#160;<span class="comment"></span></div><div class="line"><a name="l00875"></a><span class="lineno">  875</span>&#160;<span class="comment">        lt_alpha = </span></div><div class="line"><a name="l00876"></a><span class="lineno">  876</span>&#160;<span class="comment">          (T_FEATURE) (aivectort_numInstBi[luintidx_instii]) / lt_sumInstCiBi;</span></div><div class="line"><a name="l00877"></a><span class="lineno">  877</span>&#160;<span class="comment">                </span></div><div class="line"><a name="l00878"></a><span class="lineno">  878</span>&#160;<span class="comment">        interfacesse::axpy</span></div><div class="line"><a name="l00879"></a><span class="lineno">  879</span>&#160;<span class="comment">          (lomatrixrowt_S.getRow(luintidx_insticj),  </span></div><div class="line"><a name="l00880"></a><span class="lineno">  880</span>&#160;<span class="comment">           lt_alpha,</span></div><div class="line"><a name="l00881"></a><span class="lineno">  881</span>&#160;<span class="comment">           aimatrixrowt_Vi.getRow(luintidx_instii),</span></div><div class="line"><a name="l00882"></a><span class="lineno">  882</span>&#160;<span class="comment">           data::Instance&lt;T_FEATURE&gt;::getNumDimensions()</span></div><div class="line"><a name="l00883"></a><span class="lineno">  883</span>&#160;<span class="comment">           );</span></div><div class="line"><a name="l00884"></a><span class="lineno">  884</span>&#160;<span class="comment">        ok*/</span></div><div class="line"><a name="l00885"></a><span class="lineno">  885</span>&#160;</div><div class="line"><a name="l00886"></a><span class="lineno">  886</span>&#160;        <span class="comment">//#else</span></div><div class="line"><a name="l00887"></a><span class="lineno">  887</span>&#160;</div><div class="line"><a name="l00888"></a><span class="lineno">  888</span>&#160;        <span class="comment">/*T_FEATURE lt_sumInstCiBi =</span></div><div class="line"><a name="l00889"></a><span class="lineno">  889</span>&#160;<span class="comment">          (lovectort_numInstCi[luintidx_insticj] + aivectort_numInstBi[luintidx_instii]);</span></div><div class="line"><a name="l00890"></a><span class="lineno">  890</span>&#160;<span class="comment"></span></div><div class="line"><a name="l00891"></a><span class="lineno">  891</span>&#160;<span class="comment">        double lt_alpha = </span></div><div class="line"><a name="l00892"></a><span class="lineno">  892</span>&#160;<span class="comment">        (double) (lovectort_numInstCi[luintidx_insticj]) / lt_sumInstCiBi;                */</span></div><div class="line"><a name="l00893"></a><span class="lineno">  893</span>&#160;</div><div class="line"><a name="l00894"></a><span class="lineno">  894</span>&#160;        <span class="comment">/*      interfacesse::scal</span></div><div class="line"><a name="l00895"></a><span class="lineno">  895</span>&#160;<span class="comment">          (lomatrixrowt_S.getRow(luintidx_insticj),  </span></div><div class="line"><a name="l00896"></a><span class="lineno">  896</span>&#160;<span class="comment">           lovectort_numInstCi[luintidx_insticj],</span></div><div class="line"><a name="l00897"></a><span class="lineno">  897</span>&#160;<span class="comment">           data::Instance&lt;T_FEATURE&gt;::getNumDimensions()</span></div><div class="line"><a name="l00898"></a><span class="lineno">  898</span>&#160;<span class="comment">           );</span></div><div class="line"><a name="l00899"></a><span class="lineno">  899</span>&#160;<span class="comment"></span></div><div class="line"><a name="l00900"></a><span class="lineno">  900</span>&#160;<span class="comment">        interfacesse::axpy</span></div><div class="line"><a name="l00901"></a><span class="lineno">  901</span>&#160;<span class="comment">          (lomatrixrowt_S.getRow(luintidx_insticj),  </span></div><div class="line"><a name="l00902"></a><span class="lineno">  902</span>&#160;<span class="comment">           aivectort_numInstBi[luintidx_instii],</span></div><div class="line"><a name="l00903"></a><span class="lineno">  903</span>&#160;<span class="comment">           aimatrixrowt_Vi.getRow(luintidx_instii),</span></div><div class="line"><a name="l00904"></a><span class="lineno">  904</span>&#160;<span class="comment">           data::Instance&lt;T_FEATURE&gt;::getNumDimensions()</span></div><div class="line"><a name="l00905"></a><span class="lineno">  905</span>&#160;<span class="comment">           );</span></div><div class="line"><a name="l00906"></a><span class="lineno">  906</span>&#160;<span class="comment"></span></div><div class="line"><a name="l00907"></a><span class="lineno">  907</span>&#160;<span class="comment">        interfacesse::scalInv</span></div><div class="line"><a name="l00908"></a><span class="lineno">  908</span>&#160;<span class="comment">          (lomatrixrowt_S.getRow(luintidx_insticj),  </span></div><div class="line"><a name="l00909"></a><span class="lineno">  909</span>&#160;<span class="comment">           lovectort_numInstCi[luintidx_insticj]+aivectort_numInstBi[luintidx_instii],</span></div><div class="line"><a name="l00910"></a><span class="lineno">  910</span>&#160;<span class="comment">           data::Instance&lt;T_FEATURE&gt;::getNumDimensions()</span></div><div class="line"><a name="l00911"></a><span class="lineno">  911</span>&#160;<span class="comment">           );</span></div><div class="line"><a name="l00912"></a><span class="lineno">  912</span>&#160;<span class="comment">        */</span></div><div class="line"><a name="l00913"></a><span class="lineno">  913</span>&#160;</div><div class="line"><a name="l00914"></a><span class="lineno">  914</span>&#160;        <span class="comment">/*      lt_alpha = </span></div><div class="line"><a name="l00915"></a><span class="lineno">  915</span>&#160;<span class="comment">          (T_FEATURE) (aivectort_numInstBi[luintidx_instii]) / lt_sumInstCiBi;</span></div><div class="line"><a name="l00916"></a><span class="lineno">  916</span>&#160;<span class="comment">        */</span>      </div><div class="line"><a name="l00917"></a><span class="lineno">  917</span>&#160;          </div><div class="line"><a name="l00918"></a><span class="lineno">  918</span>&#160;</div><div class="line"><a name="l00919"></a><span class="lineno">  919</span>&#160;        <span class="comment">/*T_FEATURE_SUM *larrayt_Stmp = </span></div><div class="line"><a name="l00920"></a><span class="lineno">  920</span>&#160;<span class="comment">          new T_FEATURE_SUM[data::Instance&lt;T_FEATURE&gt;::getNumDimensions()];</span></div><div class="line"><a name="l00921"></a><span class="lineno">  921</span>&#160;<span class="comment">        */</span></div><div class="line"><a name="l00922"></a><span class="lineno">  922</span>&#160;        <span class="comment">/*Stmp = 0</span></div><div class="line"><a name="l00923"></a><span class="lineno">  923</span>&#160;<span class="comment">         */</span></div><div class="line"><a name="l00924"></a><span class="lineno">  924</span>&#160;        <span class="comment">/*interfacesse::copya</span></div><div class="line"><a name="l00925"></a><span class="lineno">  925</span>&#160;<span class="comment">          (larrayt_Stmp, </span></div><div class="line"><a name="l00926"></a><span class="lineno">  926</span>&#160;<span class="comment">           T_FEATURE_SUM(0),</span></div><div class="line"><a name="l00927"></a><span class="lineno">  927</span>&#160;<span class="comment">           data::Instance&lt;T_FEATURE&gt;::getNumDimensions()</span></div><div class="line"><a name="l00928"></a><span class="lineno">  928</span>&#160;<span class="comment">           );</span></div><div class="line"><a name="l00929"></a><span class="lineno">  929</span>&#160;<span class="comment">        */</span></div><div class="line"><a name="l00930"></a><span class="lineno">  930</span>&#160;</div><div class="line"><a name="l00931"></a><span class="lineno">  931</span>&#160;         <span class="comment">/*Stmp = Stmp +  Sj*|Cj|</span></div><div class="line"><a name="l00932"></a><span class="lineno">  932</span>&#160;<span class="comment">         */</span></div><div class="line"><a name="l00933"></a><span class="lineno">  933</span>&#160;        <span class="comment">/*interfacesse::axpy</span></div><div class="line"><a name="l00934"></a><span class="lineno">  934</span>&#160;<span class="comment">          (larrayt_Stmp,</span></div><div class="line"><a name="l00935"></a><span class="lineno">  935</span>&#160;<span class="comment">           lovectort_numInstCi[luintidx_insticj],</span></div><div class="line"><a name="l00936"></a><span class="lineno">  936</span>&#160;<span class="comment">           lomatrixrowt_S.getRow(luintidx_insticj),  </span></div><div class="line"><a name="l00937"></a><span class="lineno">  937</span>&#160;<span class="comment">           data::Instance&lt;T_FEATURE&gt;::getNumDimensions()</span></div><div class="line"><a name="l00938"></a><span class="lineno">  938</span>&#160;<span class="comment">           );</span></div><div class="line"><a name="l00939"></a><span class="lineno">  939</span>&#160;<span class="comment">        */</span></div><div class="line"><a name="l00940"></a><span class="lineno">  940</span>&#160;        <span class="comment">/*Stmp = Stmp + Vi*|Bi|</span></div><div class="line"><a name="l00941"></a><span class="lineno">  941</span>&#160;<span class="comment">         */</span></div><div class="line"><a name="l00942"></a><span class="lineno">  942</span>&#160;        <span class="comment">/*interfacesse::axpy</span></div><div class="line"><a name="l00943"></a><span class="lineno">  943</span>&#160;<span class="comment">          (larrayt_Stmp,</span></div><div class="line"><a name="l00944"></a><span class="lineno">  944</span>&#160;<span class="comment">           lovectort_numInstCi[luintidx_insticj],</span></div><div class="line"><a name="l00945"></a><span class="lineno">  945</span>&#160;<span class="comment">           lomatrixrowt_S.getRow(luintidx_insticj),  </span></div><div class="line"><a name="l00946"></a><span class="lineno">  946</span>&#160;<span class="comment">           data::Instance&lt;T_FEATURE&gt;::getNumDimensions()</span></div><div class="line"><a name="l00947"></a><span class="lineno">  947</span>&#160;<span class="comment">           );</span></div><div class="line"><a name="l00948"></a><span class="lineno">  948</span>&#160;<span class="comment">        */</span>      </div><div class="line"><a name="l00949"></a><span class="lineno">  949</span>&#160;        <span class="comment">/*      interfacesse::copya</span></div><div class="line"><a name="l00950"></a><span class="lineno">  950</span>&#160;<span class="comment">          (lomatrixrowt_S.getRow(luintidx_insticj),  </span></div><div class="line"><a name="l00951"></a><span class="lineno">  951</span>&#160;<span class="comment">           T_FEATURE(0),</span></div><div class="line"><a name="l00952"></a><span class="lineno">  952</span>&#160;<span class="comment">           data::Instance&lt;T_FEATURE&gt;::getNumDimensions()</span></div><div class="line"><a name="l00953"></a><span class="lineno">  953</span>&#160;<span class="comment">           );</span></div><div class="line"><a name="l00954"></a><span class="lineno">  954</span>&#160;<span class="comment"></span></div><div class="line"><a name="l00955"></a><span class="lineno">  955</span>&#160;<span class="comment">        DATATYPE_REAL lt_alpha = 1.0 /</span></div><div class="line"><a name="l00956"></a><span class="lineno">  956</span>&#160;<span class="comment">          ((DATATYPE_REAL)</span></div><div class="line"><a name="l00957"></a><span class="lineno">  957</span>&#160;<span class="comment">           (lovectort_numInstCi[luintidx_insticj] + aivectort_numInstBi[luintidx_instii]));</span></div><div class="line"><a name="l00958"></a><span class="lineno">  958</span>&#160;<span class="comment"></span></div><div class="line"><a name="l00959"></a><span class="lineno">  959</span>&#160;<span class="comment">        interfacesse::axpy</span></div><div class="line"><a name="l00960"></a><span class="lineno">  960</span>&#160;<span class="comment">          (lomatrixrowt_S.getRow(luintidx_insticj),  </span></div><div class="line"><a name="l00961"></a><span class="lineno">  961</span>&#160;<span class="comment">           lt_alpha,</span></div><div class="line"><a name="l00962"></a><span class="lineno">  962</span>&#160;<span class="comment">           larrayt_Stmp,</span></div><div class="line"><a name="l00963"></a><span class="lineno">  963</span>&#160;<span class="comment">           data::Instance&lt;T_FEATURE&gt;::getNumDimensions()</span></div><div class="line"><a name="l00964"></a><span class="lineno">  964</span>&#160;<span class="comment">           );</span></div><div class="line"><a name="l00965"></a><span class="lineno">  965</span>&#160;<span class="comment">                </span></div><div class="line"><a name="l00966"></a><span class="lineno">  966</span>&#160;<span class="comment">        delete[] larrayt_Stmp;</span></div><div class="line"><a name="l00967"></a><span class="lineno">  967</span>&#160;<span class="comment">        */</span></div><div class="line"><a name="l00968"></a><span class="lineno">  968</span>&#160;                 </div><div class="line"><a name="l00969"></a><span class="lineno">  969</span>&#160;        <span class="comment">//#endif /*DATATYPE_CENTROIDS_ROUND*/</span></div><div class="line"><a name="l00970"></a><span class="lineno">  970</span>&#160;        </div><div class="line"><a name="l00971"></a><span class="lineno">  971</span>&#160;        lovectort_numInstCi[luintidx_insticj] += aivectort_numInstBi[luintidx_instii];</div><div class="line"><a name="l00972"></a><span class="lineno">  972</span>&#160;      } <span class="comment">/*if*/</span></div><div class="line"><a name="l00973"></a><span class="lineno">  973</span>&#160;</div><div class="line"><a name="l00974"></a><span class="lineno">  974</span>&#160;    } <span class="comment">/*for*/</span></div><div class="line"><a name="l00975"></a><span class="lineno">  975</span>&#160;</div><div class="line"><a name="l00976"></a><span class="lineno">  976</span>&#160;</div><div class="line"><a name="l00977"></a><span class="lineno">  977</span>&#160;  } <span class="comment">/*if ( lomatrixrowt_S.getNumRows() &gt; 0 ) */</span></div><div class="line"><a name="l00978"></a><span class="lineno">  978</span>&#160;</div><div class="line"><a name="l00979"></a><span class="lineno">  979</span>&#160;  std::map&lt;uintidx,T_CLUSTERIDX&gt; lmapset_clusterk;</div><div class="line"><a name="l00980"></a><span class="lineno">  980</span>&#160;  std::vector&lt;T_CLUSTERIDX&gt;      lovectormmidx_memberBkinCi(lodisjsets_BkinCi.size());</div><div class="line"><a name="l00981"></a><span class="lineno">  981</span>&#160;      </div><div class="line"><a name="l00982"></a><span class="lineno">  982</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00983"></a><span class="lineno">  983</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00984"></a><span class="lineno">  984</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00985"></a><span class="lineno">  985</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00986"></a><span class="lineno">  986</span>&#160;</div><div class="line"><a name="l00987"></a><span class="lineno">  987</span>&#160;    std::ostringstream lostrstream_labelSj;</div><div class="line"><a name="l00988"></a><span class="lineno">  988</span>&#160;    lostrstream_labelSj &lt;&lt; <span class="stringliteral">&quot;&lt;CENTROIDS Sj:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00989"></a><span class="lineno">  989</span>&#160;    lomatrixrowt_S.<a class="code" href="classmat_1_1_matrix_row.html#a156313f6aa515994b76321ff03780b16">print</a>(std::cout,lostrstream_labelSj.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l00990"></a><span class="lineno">  990</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00991"></a><span class="lineno">  991</span>&#160;          </div><div class="line"><a name="l00992"></a><span class="lineno">  992</span>&#160;    std::ostringstream lostrstream_labelBkinCi;</div><div class="line"><a name="l00993"></a><span class="lineno">  993</span>&#160;    lostrstream_labelBkinCi</div><div class="line"><a name="l00994"></a><span class="lineno">  994</span>&#160;      &lt;&lt;<span class="charliteral">&#39;:&#39;</span>  &lt;&lt;lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:lodisjsets_BkinCi&quot;</span>;</div><div class="line"><a name="l00995"></a><span class="lineno">  995</span>&#160;    lodisjsets_BkinCi.print</div><div class="line"><a name="l00996"></a><span class="lineno">  996</span>&#160;      (std::cout,</div><div class="line"><a name="l00997"></a><span class="lineno">  997</span>&#160;       lostrstream_labelBkinCi.str().c_str(),</div><div class="line"><a name="l00998"></a><span class="lineno">  998</span>&#160;       <span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l00999"></a><span class="lineno">  999</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l01000"></a><span class="lineno"> 1000</span>&#160;  </div><div class="line"><a name="l01001"></a><span class="lineno"> 1001</span>&#160;    <span class="keywordflow">if</span> ( lodisjsets_BkinCi.getNumSet() != lomatrixrowt_S.getNumRows()  ) {</div><div class="line"><a name="l01002"></a><span class="lineno"> 1002</span>&#160;      std::cout &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot; warning number of sets and different groups &quot;</span></div><div class="line"><a name="l01003"></a><span class="lineno"> 1003</span>&#160;                &lt;&lt; lodisjsets_BkinCi.getNumSet() &lt;&lt; <span class="stringliteral">&quot; &lt;&gt; &quot;</span> &lt;&lt; lomatrixrowt_S.getNumRows()</div><div class="line"><a name="l01004"></a><span class="lineno"> 1004</span>&#160;                &lt;&lt; std::endl;</div><div class="line"><a name="l01005"></a><span class="lineno"> 1005</span>&#160;    }</div><div class="line"><a name="l01006"></a><span class="lineno"> 1006</span>&#160;  }</div><div class="line"><a name="l01007"></a><span class="lineno"> 1007</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01008"></a><span class="lineno"> 1008</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01009"></a><span class="lineno"> 1009</span>&#160; </div><div class="line"><a name="l01010"></a><span class="lineno"> 1010</span>&#160;  <span class="keywordflow">return</span> std::make_tuple</div><div class="line"><a name="l01011"></a><span class="lineno"> 1011</span>&#160;    (lomatrixrowt_S,</div><div class="line"><a name="l01012"></a><span class="lineno"> 1012</span>&#160;     <a class="code" href="classpartition_1_1_partition_disj_sets.html">partition::PartitionDisjSets&lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l01013"></a><span class="lineno"> 1013</span>&#160;     (std::move(lodisjsets_BkinCi),lvectoruintidx_idxFirstInstVi),</div><div class="line"><a name="l01014"></a><span class="lineno"> 1014</span>&#160;     lovectort_numInstCi</div><div class="line"><a name="l01015"></a><span class="lineno"> 1015</span>&#160;     );</div><div class="line"><a name="l01016"></a><span class="lineno"> 1016</span>&#160;</div><div class="line"><a name="l01017"></a><span class="lineno"> 1017</span>&#160;} <span class="comment">/*tsengyang2001_getClusters*/</span></div><div class="line"><a name="l01018"></a><span class="lineno"> 1018</span>&#160;</div><div class="line"><a name="l01019"></a><span class="lineno"> 1019</span>&#160;  </div><div class="line"><a name="l01020"></a><span class="lineno"> 1020</span>&#160;</div><div class="line"><a name="l01031"></a><span class="lineno"> 1031</span>&#160;  <span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR, </div><div class="line"><a name="l01032"></a><span class="lineno"> 1032</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01033"></a><span class="lineno"> 1033</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l01034"></a><span class="lineno"> 1034</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,  <span class="comment">//0, 1, .., N</span></div><div class="line"><a name="l01035"></a><span class="lineno"> 1035</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,    <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l01036"></a><span class="lineno"> 1036</span>&#160;           <span class="keyword">typename</span> T_DIST</div><div class="line"><a name="l01037"></a><span class="lineno"> 1037</span>&#160;           &gt;</div><div class="line"><a name="l01038"></a><span class="lineno"> 1038</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l01039"></a><span class="lineno"> 1039</span>&#160;<a class="code" href="namespaceclusteringop.html#a2fc69a2d3ca3c2fcc28c71892eee446a">updateCentroids</a></div><div class="line"><a name="l01040"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a2fc69a2d3ca3c2fcc28c71892eee446a"> 1040</a></span>&#160;(T_CLUSTERIDX                        &amp;aocidx_numClusterNull, </div><div class="line"><a name="l01041"></a><span class="lineno"> 1041</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>           &amp;aiomatrixt_centroids, <span class="comment">/*Mean for each cluster*/</span></div><div class="line"><a name="l01042"></a><span class="lineno"> 1042</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE_SUM&gt;</a>       &amp;aomatrixt_sumInstancesCluster,</div><div class="line"><a name="l01043"></a><span class="lineno"> 1043</span>&#160; std::vector&lt;T_INSTANCES_CLUSTER_K&gt;  &amp;aovectort_numInstancesInClusterK,</div><div class="line"><a name="l01044"></a><span class="lineno"> 1044</span>&#160; INPUT_ITERATOR                      aiiterator_instfirst,</div><div class="line"><a name="l01045"></a><span class="lineno"> 1045</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                aiiterator_instlast,</div><div class="line"><a name="l01046"></a><span class="lineno"> 1046</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_DIST,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l01047"></a><span class="lineno"> 1047</span>&#160;)       </div><div class="line"><a name="l01048"></a><span class="lineno"> 1048</span>&#160;{</div><div class="line"><a name="l01049"></a><span class="lineno"> 1049</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01050"></a><span class="lineno"> 1050</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::updateCentroids&quot;</span>;</div><div class="line"><a name="l01051"></a><span class="lineno"> 1051</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01052"></a><span class="lineno"> 1052</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01053"></a><span class="lineno"> 1053</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01054"></a><span class="lineno"> 1054</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l01055"></a><span class="lineno"> 1055</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t(output mat::MatrixRow&lt;T_FEATURE&gt;: aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l01056"></a><span class="lineno"> 1056</span>&#160;              &lt;&lt; &amp;aiomatrixt_centroids &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01057"></a><span class="lineno"> 1057</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01058"></a><span class="lineno"> 1058</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input aiiterator_instlast[&quot;</span> &lt;&lt;  *aiiterator_instlast &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01059"></a><span class="lineno"> 1059</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input  dist::Dist&lt;T_DIST,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l01060"></a><span class="lineno"> 1060</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01061"></a><span class="lineno"> 1061</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l01062"></a><span class="lineno"> 1062</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01063"></a><span class="lineno"> 1063</span>&#160;  }</div><div class="line"><a name="l01064"></a><span class="lineno"> 1064</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01065"></a><span class="lineno"> 1065</span>&#160; </div><div class="line"><a name="l01066"></a><span class="lineno"> 1066</span>&#160;  T_DIST  lT_distMinCentInst;</div><div class="line"><a name="l01067"></a><span class="lineno"> 1067</span>&#160; </div><div class="line"><a name="l01068"></a><span class="lineno"> 1068</span>&#160;  <span class="keyword">const</span> T_FEATURE lT_alpha = T_FEATURE(1);</div><div class="line"><a name="l01069"></a><span class="lineno"> 1069</span>&#160;  </div><div class="line"><a name="l01070"></a><span class="lineno"> 1070</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l01071"></a><span class="lineno"> 1071</span>&#160;    </div><div class="line"><a name="l01072"></a><span class="lineno"> 1072</span>&#160;    <span class="keyword">const</span> T_FEATURE* linst_inter =</div><div class="line"><a name="l01073"></a><span class="lineno"> 1073</span>&#160;      ((<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst)-&gt;getFeatures();</div><div class="line"><a name="l01074"></a><span class="lineno"> 1074</span>&#160;</div><div class="line"><a name="l01075"></a><span class="lineno"> 1075</span>&#160;    T_CLUSTERIDX lmgidx_j = </div><div class="line"><a name="l01076"></a><span class="lineno"> 1076</span>&#160;      <a class="code" href="namespacenearest.html#a8b0d89680acfe7ef438ae465bd633fb1">nearest::NN</a></div><div class="line"><a name="l01077"></a><span class="lineno"> 1077</span>&#160;      &lt;T_CLUSTERIDX,T_FEATURE,T_DIST&gt;</div><div class="line"><a name="l01078"></a><span class="lineno"> 1078</span>&#160;      (lT_distMinCentInst,</div><div class="line"><a name="l01079"></a><span class="lineno"> 1079</span>&#160;       aiomatrixt_centroids,</div><div class="line"><a name="l01080"></a><span class="lineno"> 1080</span>&#160;       linst_inter,</div><div class="line"><a name="l01081"></a><span class="lineno"> 1081</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l01082"></a><span class="lineno"> 1082</span>&#160;       );</div><div class="line"><a name="l01083"></a><span class="lineno"> 1083</span>&#160;    aovectort_numInstancesInClusterK[lmgidx_j]++;</div><div class="line"><a name="l01084"></a><span class="lineno"> 1084</span>&#160;    T_FEATURE_SUM   *larrarrowt_sumInstancesCluster = </div><div class="line"><a name="l01085"></a><span class="lineno"> 1085</span>&#160;      aomatrixt_sumInstancesCluster.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lmgidx_j);</div><div class="line"><a name="l01086"></a><span class="lineno"> 1086</span>&#160;    <a class="code" href="namespaceinterfacesse.html#a9dd5fb43ad8a83ee5cb2f5ba1bb2085b">interfacesse::axpy</a></div><div class="line"><a name="l01087"></a><span class="lineno"> 1087</span>&#160;      (larrarrowt_sumInstancesCluster,</div><div class="line"><a name="l01088"></a><span class="lineno"> 1088</span>&#160;       lT_alpha,</div><div class="line"><a name="l01089"></a><span class="lineno"> 1089</span>&#160;       linst_inter,</div><div class="line"><a name="l01090"></a><span class="lineno"> 1090</span>&#160;       <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l01091"></a><span class="lineno"> 1091</span>&#160;       );</div><div class="line"><a name="l01092"></a><span class="lineno"> 1092</span>&#160;  }</div><div class="line"><a name="l01093"></a><span class="lineno"> 1093</span>&#160;   </div><div class="line"><a name="l01094"></a><span class="lineno"> 1094</span>&#160;  <a class="code" href="namespaceclusteringop.html#ab64951784015cb55d4b8a32993255713">meanCentroids</a></div><div class="line"><a name="l01095"></a><span class="lineno"> 1095</span>&#160;    (aocidx_numClusterNull,</div><div class="line"><a name="l01096"></a><span class="lineno"> 1096</span>&#160;     aiomatrixt_centroids,</div><div class="line"><a name="l01097"></a><span class="lineno"> 1097</span>&#160;     aomatrixt_sumInstancesCluster,</div><div class="line"><a name="l01098"></a><span class="lineno"> 1098</span>&#160;     aovectort_numInstancesInClusterK </div><div class="line"><a name="l01099"></a><span class="lineno"> 1099</span>&#160;     ); </div><div class="line"><a name="l01100"></a><span class="lineno"> 1100</span>&#160;</div><div class="line"><a name="l01101"></a><span class="lineno"> 1101</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01102"></a><span class="lineno"> 1102</span>&#160;    <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01103"></a><span class="lineno"> 1103</span>&#160;      std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01104"></a><span class="lineno"> 1104</span>&#160;                &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01105"></a><span class="lineno"> 1105</span>&#160;                &lt;&lt; std::endl;</div><div class="line"><a name="l01106"></a><span class="lineno"> 1106</span>&#160;    }</div><div class="line"><a name="l01107"></a><span class="lineno"> 1107</span>&#160;    --geiinparam_verbose;</div><div class="line"><a name="l01108"></a><span class="lineno"> 1108</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01109"></a><span class="lineno"> 1109</span>&#160;</div><div class="line"><a name="l01110"></a><span class="lineno"> 1110</span>&#160;}</div><div class="line"><a name="l01111"></a><span class="lineno"> 1111</span>&#160;</div><div class="line"><a name="l01112"></a><span class="lineno"> 1112</span>&#160;</div><div class="line"><a name="l01125"></a><span class="lineno"> 1125</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01126"></a><span class="lineno"> 1126</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l01127"></a><span class="lineno"> 1127</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,  <span class="comment">//0, 1, .., N</span></div><div class="line"><a name="l01128"></a><span class="lineno"> 1128</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,    <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l01129"></a><span class="lineno"> 1129</span>&#160;           <span class="keyword">typename</span> T_DIST,</div><div class="line"><a name="l01130"></a><span class="lineno"> 1130</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l01131"></a><span class="lineno"> 1131</span>&#160;           &gt;</div><div class="line"><a name="l01132"></a><span class="lineno"> 1132</span>&#160;<span class="keywordtype">void</span></div><div class="line"><a name="l01133"></a><span class="lineno"> 1133</span>&#160;<a class="code" href="namespaceclusteringop.html#a3b44507749ee74e3ef4cb30ea4c8ed6f">updateClusterCj</a></div><div class="line"><a name="l01134"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a3b44507749ee74e3ef4cb30ea4c8ed6f"> 1134</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aiomatrixt_centroids, </div><div class="line"><a name="l01135"></a><span class="lineno"> 1135</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE_SUM&gt;</a>   &amp;aiomatrixt_sumInstCluster,</div><div class="line"><a name="l01136"></a><span class="lineno"> 1136</span>&#160; std::vector</div><div class="line"><a name="l01137"></a><span class="lineno"> 1137</span>&#160; &lt;T_INSTANCES_CLUSTER_K&gt;         &amp;aovectorit_numInstClusterK,</div><div class="line"><a name="l01138"></a><span class="lineno"> 1138</span>&#160; T_CLUSTERIDX                    *aioarraycidx_memberShip,</div><div class="line"><a name="l01139"></a><span class="lineno"> 1139</span>&#160; T_CLUSTERIDX                    aicidx_Cj,  </div><div class="line"><a name="l01140"></a><span class="lineno"> 1140</span>&#160; std::vector&lt;T_CLUSTERIDX&gt;       &amp;aivectorcidx_clustersNew,</div><div class="line"><a name="l01141"></a><span class="lineno"> 1141</span>&#160; INPUT_ITERATOR                  aiiterator_instfirst,</div><div class="line"><a name="l01142"></a><span class="lineno"> 1142</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR            aiiterator_instlast,</div><div class="line"><a name="l01143"></a><span class="lineno"> 1143</span>&#160; <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_DIST,T_FEATURE&gt;</a>    &amp;aifunc2p_dist</div><div class="line"><a name="l01144"></a><span class="lineno"> 1144</span>&#160; )       </div><div class="line"><a name="l01145"></a><span class="lineno"> 1145</span>&#160;{</div><div class="line"><a name="l01146"></a><span class="lineno"> 1146</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01147"></a><span class="lineno"> 1147</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l01148"></a><span class="lineno"> 1148</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::generateNewClusters&quot;</span>;</div><div class="line"><a name="l01149"></a><span class="lineno"> 1149</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01150"></a><span class="lineno"> 1150</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01151"></a><span class="lineno"> 1151</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01152"></a><span class="lineno"> 1152</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01153"></a><span class="lineno"> 1153</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n(inout mat::MatrixRow&lt;&gt;: aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l01154"></a><span class="lineno"> 1154</span>&#160;              &lt;&lt; &amp;aiomatrixt_centroids &lt;&lt; <span class="charliteral">&#39;]&#39;</span>   </div><div class="line"><a name="l01155"></a><span class="lineno"> 1155</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\ninout std::vector&lt;&gt;: &amp;aovectorit_numInstClusterK[&quot;</span></div><div class="line"><a name="l01156"></a><span class="lineno"> 1156</span>&#160;              &lt;&lt; &amp;aovectorit_numInstClusterK &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01157"></a><span class="lineno"> 1157</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\ninout T_CLUSTERIDX aioarraycidx_memberShip[&quot;</span> </div><div class="line"><a name="l01158"></a><span class="lineno"> 1158</span>&#160;              &lt;&lt; aioarraycidx_memberShip &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01159"></a><span class="lineno"> 1159</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\ninput T_CLUSTERIDX  aicidx_Cj = &quot;</span> &lt;&lt; aicidx_Cj</div><div class="line"><a name="l01160"></a><span class="lineno"> 1160</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\ninput std::vector&lt;&gt; aivectorcidx_clustersNew[&quot;</span> </div><div class="line"><a name="l01161"></a><span class="lineno"> 1161</span>&#160;              &lt;&lt; &amp;aivectorcidx_clustersNew &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01162"></a><span class="lineno"> 1162</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01163"></a><span class="lineno"> 1163</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instlast[&quot;</span> &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01164"></a><span class="lineno"> 1164</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\ninput dist::Dist&lt;T_DIST,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l01165"></a><span class="lineno"> 1165</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01166"></a><span class="lineno"> 1166</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l01167"></a><span class="lineno"> 1167</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01168"></a><span class="lineno"> 1168</span>&#160;  }</div><div class="line"><a name="l01169"></a><span class="lineno"> 1169</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01170"></a><span class="lineno"> 1170</span>&#160; </div><div class="line"><a name="l01171"></a><span class="lineno"> 1171</span>&#160;  aiomatrixt_sumInstCluster.<a class="code" href="classmat_1_1_matrix_row.html#a1070fba1c0ec0fbaa309f141817be412">initialize</a>();</div><div class="line"><a name="l01172"></a><span class="lineno"> 1172</span>&#160;</div><div class="line"><a name="l01173"></a><span class="lineno"> 1173</span>&#160;  <span class="keyword">const</span> T_FEATURE lT_alpha = T_FEATURE(1);</div><div class="line"><a name="l01174"></a><span class="lineno"> 1174</span>&#160;  T_DIST  lT_distMinCentInst;</div><div class="line"><a name="l01175"></a><span class="lineno"> 1175</span>&#160; </div><div class="line"><a name="l01176"></a><span class="lineno"> 1176</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_idxInsti = 0 ; aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l01177"></a><span class="lineno"> 1177</span>&#160;       aiiterator_instfirst++, lui_idxInsti++) {</div><div class="line"><a name="l01178"></a><span class="lineno"> 1178</span>&#160;    <span class="keywordflow">if</span> ( aicidx_Cj == aioarraycidx_memberShip[lui_idxInsti] ) { </div><div class="line"><a name="l01179"></a><span class="lineno"> 1179</span>&#160;      <span class="keyword">const</span> T_FEATURE* linst_inter = (*aiiterator_instfirst)-&gt;getFeatures();</div><div class="line"><a name="l01180"></a><span class="lineno"> 1180</span>&#160; </div><div class="line"><a name="l01181"></a><span class="lineno"> 1181</span>&#160;      T_CLUSTERIDX lmgidx_j = </div><div class="line"><a name="l01182"></a><span class="lineno"> 1182</span>&#160;        <a class="code" href="namespacenearest.html#a8b0d89680acfe7ef438ae465bd633fb1">nearest::NN</a></div><div class="line"><a name="l01183"></a><span class="lineno"> 1183</span>&#160;        &lt;T_CLUSTERIDX,T_FEATURE,T_DIST&gt;</div><div class="line"><a name="l01184"></a><span class="lineno"> 1184</span>&#160;        (lT_distMinCentInst,</div><div class="line"><a name="l01185"></a><span class="lineno"> 1185</span>&#160;         aiomatrixt_centroids,</div><div class="line"><a name="l01186"></a><span class="lineno"> 1186</span>&#160;         linst_inter,</div><div class="line"><a name="l01187"></a><span class="lineno"> 1187</span>&#160;         aifunc2p_dist</div><div class="line"><a name="l01188"></a><span class="lineno"> 1188</span>&#160;         );</div><div class="line"><a name="l01189"></a><span class="lineno"> 1189</span>&#160;      aovectorit_numInstClusterK[lmgidx_j]++;</div><div class="line"><a name="l01190"></a><span class="lineno"> 1190</span>&#160;      aioarraycidx_memberShip[lui_idxInsti] = aivectorcidx_clustersNew[lmgidx_j]; </div><div class="line"><a name="l01191"></a><span class="lineno"> 1191</span>&#160;    </div><div class="line"><a name="l01192"></a><span class="lineno"> 1192</span>&#160;      T_FEATURE_SUM *larrarrowt_sumInstancesCluster = </div><div class="line"><a name="l01193"></a><span class="lineno"> 1193</span>&#160;        aiomatrixt_sumInstCluster.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lmgidx_j);</div><div class="line"><a name="l01194"></a><span class="lineno"> 1194</span>&#160;      <a class="code" href="namespaceinterfacesse.html#a9dd5fb43ad8a83ee5cb2f5ba1bb2085b">interfacesse::axpy</a></div><div class="line"><a name="l01195"></a><span class="lineno"> 1195</span>&#160;        (larrarrowt_sumInstancesCluster,</div><div class="line"><a name="l01196"></a><span class="lineno"> 1196</span>&#160;         lT_alpha,</div><div class="line"><a name="l01197"></a><span class="lineno"> 1197</span>&#160;         linst_inter,</div><div class="line"><a name="l01198"></a><span class="lineno"> 1198</span>&#160;         <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l01199"></a><span class="lineno"> 1199</span>&#160;         );</div><div class="line"><a name="l01200"></a><span class="lineno"> 1200</span>&#160;    }</div><div class="line"><a name="l01201"></a><span class="lineno"> 1201</span>&#160;  }</div><div class="line"><a name="l01202"></a><span class="lineno"> 1202</span>&#160;   </div><div class="line"><a name="l01203"></a><span class="lineno"> 1203</span>&#160;  T_CLUSTERIDX  lcidx_numClusterNull;</div><div class="line"><a name="l01204"></a><span class="lineno"> 1204</span>&#160;</div><div class="line"><a name="l01205"></a><span class="lineno"> 1205</span>&#160;  <a class="code" href="namespaceclusteringop.html#ab64951784015cb55d4b8a32993255713">meanCentroids</a></div><div class="line"><a name="l01206"></a><span class="lineno"> 1206</span>&#160;    (lcidx_numClusterNull,</div><div class="line"><a name="l01207"></a><span class="lineno"> 1207</span>&#160;     aiomatrixt_centroids,</div><div class="line"><a name="l01208"></a><span class="lineno"> 1208</span>&#160;     aiomatrixt_sumInstCluster,</div><div class="line"><a name="l01209"></a><span class="lineno"> 1209</span>&#160;     aovectorit_numInstClusterK </div><div class="line"><a name="l01210"></a><span class="lineno"> 1210</span>&#160;     ); </div><div class="line"><a name="l01211"></a><span class="lineno"> 1211</span>&#160;</div><div class="line"><a name="l01212"></a><span class="lineno"> 1212</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01213"></a><span class="lineno"> 1213</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01214"></a><span class="lineno"> 1214</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01215"></a><span class="lineno"> 1215</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l01216"></a><span class="lineno"> 1216</span>&#160;    std::ostringstream lostrstream_labelCentroids;</div><div class="line"><a name="l01217"></a><span class="lineno"> 1217</span>&#160;    lostrstream_labelCentroids &lt;&lt; <span class="stringliteral">&quot;&lt;CENTROIDS:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l01218"></a><span class="lineno"> 1218</span>&#160;    aiomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a156313f6aa515994b76321ff03780b16">print</a></div><div class="line"><a name="l01219"></a><span class="lineno"> 1219</span>&#160;      (std::cout,</div><div class="line"><a name="l01220"></a><span class="lineno"> 1220</span>&#160;       lostrstream_labelCentroids.str().c_str(),</div><div class="line"><a name="l01221"></a><span class="lineno"> 1221</span>&#160;       <span class="charliteral">&#39;,&#39;</span>,</div><div class="line"><a name="l01222"></a><span class="lineno"> 1222</span>&#160;       <span class="charliteral">&#39;;&#39;</span></div><div class="line"><a name="l01223"></a><span class="lineno"> 1223</span>&#160;       );</div><div class="line"><a name="l01224"></a><span class="lineno"> 1224</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l01225"></a><span class="lineno"> 1225</span>&#160;    std::ostringstream lostrstream_labelMemberShip;</div><div class="line"><a name="l01226"></a><span class="lineno"> 1226</span>&#160;    lostrstream_labelMemberShip</div><div class="line"><a name="l01227"></a><span class="lineno"> 1227</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;&lt;MEMBERCLUSTER:&quot;</span></div><div class="line"><a name="l01228"></a><span class="lineno"> 1228</span>&#160;      &lt;&lt; geverbosepc_labelstep</div><div class="line"><a name="l01229"></a><span class="lineno"> 1229</span>&#160;      &lt;&lt; <span class="charliteral">&#39;:&#39;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01230"></a><span class="lineno"> 1230</span>&#160;      &lt;&lt; <span class="charliteral">&#39;:&#39;</span> &lt;&lt; geverboseui_idproc</div><div class="line"><a name="l01231"></a><span class="lineno"> 1231</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;:aioarraycidx_memberShip[&quot;</span> </div><div class="line"><a name="l01232"></a><span class="lineno"> 1232</span>&#160;      &lt;&lt; aioarraycidx_memberShip &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l01233"></a><span class="lineno"> 1233</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l01234"></a><span class="lineno"> 1234</span>&#160;      (aioarraycidx_memberShip,</div><div class="line"><a name="l01235"></a><span class="lineno"> 1235</span>&#160;       aioarraycidx_memberShip + lui_numInstances,</div><div class="line"><a name="l01236"></a><span class="lineno"> 1236</span>&#160;       std::cout,</div><div class="line"><a name="l01237"></a><span class="lineno"> 1237</span>&#160;       lostrstream_labelMemberShip.str().c_str(),</div><div class="line"><a name="l01238"></a><span class="lineno"> 1238</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l01239"></a><span class="lineno"> 1239</span>&#160;       );</div><div class="line"><a name="l01240"></a><span class="lineno"> 1240</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l01241"></a><span class="lineno"> 1241</span>&#160;    std::ostringstream lostrstream_labelNumInst;</div><div class="line"><a name="l01242"></a><span class="lineno"> 1242</span>&#160;    lostrstream_labelNumInst</div><div class="line"><a name="l01243"></a><span class="lineno"> 1243</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;&lt;NUMINSTANCES:&quot;</span></div><div class="line"><a name="l01244"></a><span class="lineno"> 1244</span>&#160;      &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01245"></a><span class="lineno"> 1245</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;:aovectorit_numInstClusterK[&quot;</span> </div><div class="line"><a name="l01246"></a><span class="lineno"> 1246</span>&#160;      &lt;&lt; &amp;aovectorit_numInstClusterK &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l01247"></a><span class="lineno"> 1247</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l01248"></a><span class="lineno"> 1248</span>&#160;      (aovectorit_numInstClusterK.begin(),</div><div class="line"><a name="l01249"></a><span class="lineno"> 1249</span>&#160;       aovectorit_numInstClusterK.end(),</div><div class="line"><a name="l01250"></a><span class="lineno"> 1250</span>&#160;       std::cout,</div><div class="line"><a name="l01251"></a><span class="lineno"> 1251</span>&#160;       lostrstream_labelNumInst.str().c_str(),</div><div class="line"><a name="l01252"></a><span class="lineno"> 1252</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l01253"></a><span class="lineno"> 1253</span>&#160;       );</div><div class="line"><a name="l01254"></a><span class="lineno"> 1254</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l01255"></a><span class="lineno"> 1255</span>&#160;      </div><div class="line"><a name="l01256"></a><span class="lineno"> 1256</span>&#160;  }</div><div class="line"><a name="l01257"></a><span class="lineno"> 1257</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01258"></a><span class="lineno"> 1258</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01259"></a><span class="lineno"> 1259</span>&#160;</div><div class="line"><a name="l01260"></a><span class="lineno"> 1260</span>&#160;}</div><div class="line"><a name="l01261"></a><span class="lineno"> 1261</span>&#160;</div><div class="line"><a name="l01262"></a><span class="lineno"> 1262</span>&#160;  </div><div class="line"><a name="l01274"></a><span class="lineno"> 1274</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_CLUSTERIDX, <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a 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href="namespaceclusteringop.html#adcc8e46fcc27f73c5a683d7f509d03d5">kmeansoperator</a></div><div class="line"><a name="l01283"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#adcc8e46fcc27f73c5a683d7f509d03d5"> 1283</a></span>&#160;(T_CLUSTERIDX                       *aioarraycidx_memberShip,</div><div class="line"><a name="l01284"></a><span class="lineno"> 1284</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>          &amp;aomatrixt_centroids,</div><div class="line"><a name="l01285"></a><span class="lineno"> 1285</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE_SUM&gt;</a>      &amp;aomatrixt_sumInstancesCluster,</div><div class="line"><a name="l01286"></a><span class="lineno"> 1286</span>&#160; std::vector&lt;T_INSTANCES_CLUSTER_K&gt; &amp;aovectort_numInstancesInClusterK,</div><div class="line"><a name="l01287"></a><span class="lineno"> 1287</span>&#160; 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class="line"><a name="l01294"></a><span class="lineno"> 1294</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01295"></a><span class="lineno"> 1295</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01296"></a><span class="lineno"> 1296</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l01297"></a><span class="lineno"> 1297</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l01298"></a><span class="lineno"> 1298</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(output T_CLUSTERIDX*: aioarraycidx_memberShip[&quot;</span></div><div class="line"><a name="l01299"></a><span class="lineno"> 1299</span>&#160;              &lt;&lt; aioarraycidx_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01300"></a><span class="lineno"> 1300</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01301"></a><span class="lineno"> 1301</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instlast[&quot;</span> &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01302"></a><span class="lineno"> 1302</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input numclusterK = &quot;</span> &lt;&lt; aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l01303"></a><span class="lineno"> 1303</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input dist::Dist&lt;T_DIST,T_FEATURE&gt;  &amp;aifunc2p_dist[&quot;</span> &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01304"></a><span class="lineno"> 1304</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l01305"></a><span class="lineno"> 1305</span>&#160;  }</div><div class="line"><a name="l01306"></a><span class="lineno"> 1306</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01307"></a><span class="lineno"> 1307</span>&#160;</div><div class="line"><a name="l01308"></a><span class="lineno"> 1308</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l01309"></a><span class="lineno"> 1309</span>&#160;  </div><div class="line"><a name="l01310"></a><span class="lineno"> 1310</span>&#160;  <a class="code" href="classpartition_1_1_partition_label.html">partition::PartitionLabel&lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l01311"></a><span class="lineno"> 1311</span>&#160;    lpartition_clustersLabel</div><div class="line"><a name="l01312"></a><span class="lineno"> 1312</span>&#160;    (aioarraycidx_memberShip,</div><div class="line"><a name="l01313"></a><span class="lineno"> 1313</span>&#160;     lui_numInstances,</div><div class="line"><a name="l01314"></a><span class="lineno"> 1314</span>&#160;     aomatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()</div><div class="line"><a name="l01315"></a><span class="lineno"> 1315</span>&#160;     );</div><div class="line"><a name="l01316"></a><span class="lineno"> 1316</span>&#160;</div><div class="line"><a name="l01317"></a><span class="lineno"> 1317</span>&#160;  T_CLUSTERIDX locidx_numClusterNull =</div><div class="line"><a name="l01318"></a><span class="lineno"> 1318</span>&#160;    <a class="code" href="namespaceclusteringop.html#ac52fbdbee047ca93bef1426d6493f31f">getCentroids</a></div><div class="line"><a name="l01319"></a><span class="lineno"> 1319</span>&#160;    (aomatrixt_centroids,</div><div class="line"><a name="l01320"></a><span class="lineno"> 1320</span>&#160;     aomatrixt_sumInstancesCluster,</div><div class="line"><a name="l01321"></a><span class="lineno"> 1321</span>&#160;     aovectort_numInstancesInClusterK,</div><div class="line"><a name="l01322"></a><span class="lineno"> 1322</span>&#160;     lpartition_clustersLabel,</div><div class="line"><a name="l01323"></a><span class="lineno"> 1323</span>&#160;     aiiterator_instfirst,</div><div class="line"><a name="l01324"></a><span class="lineno"> 1324</span>&#160;     aiiterator_instlast</div><div class="line"><a name="l01325"></a><span class="lineno"> 1325</span>&#160;     );</div><div class="line"><a name="l01326"></a><span class="lineno"> 1326</span>&#160;</div><div class="line"><a name="l01327"></a><span class="lineno"> 1327</span>&#160;  <a class="code" href="namespaceclusteringop.html#ad5da564b9274992e7f64e53f3c9d14b3">reassignCluster</a> </div><div class="line"><a name="l01328"></a><span class="lineno"> 1328</span>&#160;    (aioarraycidx_memberShip,</div><div class="line"><a name="l01329"></a><span class="lineno"> 1329</span>&#160;     aomatrixt_centroids, </div><div class="line"><a name="l01330"></a><span class="lineno"> 1330</span>&#160;     aiiterator_instfirst,</div><div class="line"><a name="l01331"></a><span class="lineno"> 1331</span>&#160;     aiiterator_instlast,</div><div class="line"><a name="l01332"></a><span class="lineno"> 1332</span>&#160;     aifunc2p_dist</div><div class="line"><a name="l01333"></a><span class="lineno"> 1333</span>&#160;     );</div><div class="line"><a name="l01334"></a><span class="lineno"> 1334</span>&#160;</div><div class="line"><a name="l01335"></a><span class="lineno"> 1335</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01336"></a><span class="lineno"> 1336</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01337"></a><span class="lineno"> 1337</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01338"></a><span class="lineno"> 1338</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l01339"></a><span class="lineno"> 1339</span>&#160;    </div><div class="line"><a name="l01340"></a><span class="lineno"> 1340</span>&#160;    std::ostringstream lostrstream_labelMemberShip;</div><div class="line"><a name="l01341"></a><span class="lineno"> 1341</span>&#160;    lostrstream_labelMemberShip &lt;&lt; <span class="stringliteral">&quot;&lt;MEMBERCLUSTER:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l01342"></a><span class="lineno"> 1342</span>&#160;      <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l01343"></a><span class="lineno"> 1343</span>&#160;      (aioarraycidx_memberShip,</div><div class="line"><a name="l01344"></a><span class="lineno"> 1344</span>&#160;       aioarraycidx_memberShip + lui_numInstances, </div><div class="line"><a name="l01345"></a><span class="lineno"> 1345</span>&#160;       std::cout,</div><div class="line"><a name="l01346"></a><span class="lineno"> 1346</span>&#160;       lostrstream_labelMemberShip.str().c_str(),</div><div class="line"><a name="l01347"></a><span class="lineno"> 1347</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l01348"></a><span class="lineno"> 1348</span>&#160;       );</div><div class="line"><a name="l01349"></a><span class="lineno"> 1349</span>&#160;      </div><div class="line"><a name="l01350"></a><span class="lineno"> 1350</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l01351"></a><span class="lineno"> 1351</span>&#160;  }</div><div class="line"><a name="l01352"></a><span class="lineno"> 1352</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01353"></a><span class="lineno"> 1353</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01354"></a><span class="lineno"> 1354</span>&#160;</div><div class="line"><a name="l01355"></a><span class="lineno"> 1355</span>&#160;  <span class="keywordflow">return</span> locidx_numClusterNull;</div><div class="line"><a name="l01356"></a><span class="lineno"> 1356</span>&#160;}</div><div class="line"><a name="l01357"></a><span class="lineno"> 1357</span>&#160;</div><div class="line"><a name="l01358"></a><span class="lineno"> 1358</span>&#160;</div><div class="line"><a name="l01368"></a><span class="lineno"> 1368</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01369"></a><span class="lineno"> 1369</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX, <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l01370"></a><span class="lineno"> 1370</span>&#160;           <span class="keyword">typename</span> T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l01371"></a><span class="lineno"> 1371</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01372"></a><span class="lineno"> 1372</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l01373"></a><span class="lineno"> 1373</span>&#160;           <span class="keyword">typename</span> T_DIST,</div><div class="line"><a name="l01374"></a><span class="lineno"> 1374</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l01375"></a><span class="lineno"> 1375</span>&#160;           &gt;</div><div class="line"><a name="l01376"></a><span class="lineno"> 1376</span>&#160;std::pair&lt;bool,T_DIST&gt;</div><div class="line"><a name="l01377"></a><span class="lineno"> 1377</span>&#160;<a class="code" href="namespaceclusteringop.html#ad5da564b9274992e7f64e53f3c9d14b3">reassignCluster</a></div><div class="line"><a name="l01378"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a80f659f51e3847d5dfd184e0f253488e"> 1378</a></span>&#160;(<a class="code" href="classds_1_1_partition_linked_stats.html">ds::PartitionLinkedStats</a></div><div class="line"><a name="l01379"></a><span class="lineno"> 1379</span>&#160; &lt;T_FEATURE,</div><div class="line"><a name="l01380"></a><span class="lineno"> 1380</span>&#160;  T_CLUSTERIDX,</div><div class="line"><a name="l01381"></a><span class="lineno"> 1381</span>&#160;  T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l01382"></a><span class="lineno"> 1382</span>&#160;  T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01383"></a><span class="lineno"> 1383</span>&#160; T_FEATURE_SUM&gt;                      &amp;aoipartlinkstats_partition,</div><div class="line"><a name="l01384"></a><span class="lineno"> 1384</span>&#160; <span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>    &amp;aimatrixt_centroids,</div><div class="line"><a name="l01385"></a><span class="lineno"> 1385</span>&#160; INPUT_ITERATOR                      aiiterator_instfirst,</div><div class="line"><a name="l01386"></a><span class="lineno"> 1386</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                aiiterator_instlast,</div><div class="line"><a name="l01387"></a><span class="lineno"> 1387</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_DIST,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l01388"></a><span class="lineno"> 1388</span>&#160; )</div><div class="line"><a name="l01389"></a><span class="lineno"> 1389</span>&#160;{</div><div class="line"><a name="l01390"></a><span class="lineno"> 1390</span>&#160;  <span class="keywordtype">bool</span>    lob_validPartitioning = <span class="keyword">false</span>;</div><div class="line"><a name="l01391"></a><span class="lineno"> 1391</span>&#160;  T_DIST  lort_distortionDist   = 0.0;</div><div class="line"><a name="l01392"></a><span class="lineno"> 1392</span>&#160;  </div><div class="line"><a name="l01393"></a><span class="lineno"> 1393</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01394"></a><span class="lineno"> 1394</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::reassignCluster&quot;</span>;</div><div class="line"><a name="l01395"></a><span class="lineno"> 1395</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01396"></a><span class="lineno"> 1396</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01397"></a><span class="lineno"> 1397</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l01398"></a><span class="lineno"> 1398</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l01399"></a><span class="lineno"> 1399</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(output PartitionLinkedStats: aoipartlinkstats_partition[&quot;</span></div><div class="line"><a name="l01400"></a><span class="lineno"> 1400</span>&#160;              &lt;&lt; &amp;aoipartlinkstats_partition &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span>;</div><div class="line"><a name="l01401"></a><span class="lineno"> 1401</span>&#160;</div><div class="line"><a name="l01402"></a><span class="lineno"> 1402</span>&#160;    std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l01403"></a><span class="lineno"> 1403</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aoipartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l01404"></a><span class="lineno"> 1404</span>&#160;    aoipartlinkstats_partition.print(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l01405"></a><span class="lineno"> 1405</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l01406"></a><span class="lineno"> 1406</span>&#160;    </div><div class="line"><a name="l01407"></a><span class="lineno"> 1407</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot; input  mat::MatrixBase&lt;T_FEATURE&gt;: aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l01408"></a><span class="lineno"> 1408</span>&#160;              &lt;&lt;  &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01409"></a><span class="lineno"> 1409</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01410"></a><span class="lineno"> 1410</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input const aiiterator_instlast[&quot;</span> &lt;&lt; &amp;aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01411"></a><span class="lineno"> 1411</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  dist::Dist&lt;T_DIST,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l01412"></a><span class="lineno"> 1412</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01413"></a><span class="lineno"> 1413</span>&#160;              &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01414"></a><span class="lineno"> 1414</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01415"></a><span class="lineno"> 1415</span>&#160;  }</div><div class="line"><a name="l01416"></a><span class="lineno"> 1416</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01417"></a><span class="lineno"> 1417</span>&#160;    </div><div class="line"><a name="l01418"></a><span class="lineno"> 1418</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lidxinstT_i = 0;</div><div class="line"><a name="l01419"></a><span class="lineno"> 1419</span>&#160;</div><div class="line"><a name="l01420"></a><span class="lineno"> 1420</span>&#160;  T_DIST          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class="lineno"> 1428</span>&#160;         (<a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq&lt;T_FEATURE,T_INSTANCE_FREQUENCY&gt;</a>*)</div><div class="line"><a name="l01429"></a><span class="lineno"> 1429</span>&#160;         *aiiterator_instfirst;</div><div class="line"><a name="l01430"></a><span class="lineno"> 1430</span>&#160;         </div><div class="line"><a name="l01431"></a><span class="lineno"> 1431</span>&#160;       T_CLUSTERIDX lmgidx_j =</div><div class="line"><a name="l01432"></a><span class="lineno"> 1432</span>&#160;         <a class="code" href="namespacenearest.html#a8b0d89680acfe7ef438ae465bd633fb1">nearest::NN</a></div><div class="line"><a name="l01433"></a><span class="lineno"> 1433</span>&#160;         (lrt_distMinCentInst,</div><div class="line"><a name="l01434"></a><span class="lineno"> 1434</span>&#160;          aimatrixt_centroids,</div><div class="line"><a name="l01435"></a><span class="lineno"> 1435</span>&#160;          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(lmgidx_j,</div><div class="line"><a name="l01444"></a><span class="lineno"> 1444</span>&#160;            lidxinstT_i,</div><div class="line"><a name="l01445"></a><span class="lineno"> 1445</span>&#160;            liter_instFreq-&gt;getFeatures(),</div><div class="line"><a name="l01446"></a><span class="lineno"> 1446</span>&#160;            liter_instFreq-&gt;getFrequency()</div><div class="line"><a name="l01447"></a><span class="lineno"> 1447</span>&#160;            );</div><div class="line"><a name="l01448"></a><span class="lineno"> 1448</span>&#160;         </div><div class="line"><a name="l01449"></a><span class="lineno"> 1449</span>&#160;       } </div><div class="line"><a name="l01450"></a><span class="lineno"> 1450</span>&#160;       ++lidxinstT_i;</div><div class="line"><a name="l01451"></a><span class="lineno"> 1451</span>&#160;       lit_totalInstFreq += liter_instFreq-&gt;getFrequency();</div><div class="line"><a name="l01452"></a><span class="lineno"> 1452</span>&#160;       lort_distortionDist += lrt_distMinCentInst * liter_instFreq-&gt;getFrequency();</div><div class="line"><a name="l01453"></a><span class="lineno"> 1453</span>&#160;         </div><div class="line"><a name="l01454"></a><span class="lineno"> 1454</span>&#160;     }</div><div class="line"><a name="l01455"></a><span class="lineno"> 1455</span>&#160;     </div><div class="line"><a name="l01456"></a><span class="lineno"> 1456</span>&#160;  <span class="comment">/*Check is valid parttition*/</span></div><div class="line"><a name="l01457"></a><span class="lineno"> 1457</span>&#160;  lob_validPartitioning =</div><div class="line"><a name="l01458"></a><span class="lineno"> 1458</span>&#160;    ( aoipartlinkstats_partition.numClusterEmpty() == 0 );</div><div class="line"><a name="l01459"></a><span class="lineno"> 1459</span>&#160;</div><div class="line"><a name="l01460"></a><span class="lineno"> 1460</span>&#160;  lort_distortionDist /=</div><div class="line"><a name="l01461"></a><span class="lineno"> 1461</span>&#160;    ( (T_DIST)  lit_totalInstFreq * <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>() );</div><div class="line"><a name="l01462"></a><span class="lineno"> 1462</span>&#160;    </div><div class="line"><a name="l01463"></a><span class="lineno"> 1463</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01464"></a><span class="lineno"> 1464</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01465"></a><span class="lineno"> 1465</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01466"></a><span class="lineno"> 1466</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01467"></a><span class="lineno"> 1467</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; validPartitioning  =  &quot;</span>  &lt;&lt; lob_validPartitioning</div><div class="line"><a name="l01468"></a><span class="lineno"> 1468</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;, distortionDistance =  &quot;</span>  &lt;&lt; lort_distortionDist &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l01469"></a><span class="lineno"> 1469</span>&#160;    </div><div class="line"><a name="l01470"></a><span class="lineno"> 1470</span>&#160;    std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l01471"></a><span class="lineno"> 1471</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aoipartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l01472"></a><span class="lineno"> 1472</span>&#160;    aoipartlinkstats_partition.print(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l01473"></a><span class="lineno"> 1473</span>&#160;    </div><div class="line"><a name="l01474"></a><span class="lineno"> 1474</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l01475"></a><span class="lineno"> 1475</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01476"></a><span class="lineno"> 1476</span>&#160;  }</div><div class="line"><a name="l01477"></a><span class="lineno"> 1477</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01478"></a><span class="lineno"> 1478</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01479"></a><span class="lineno"> 1479</span>&#160;</div><div class="line"><a name="l01480"></a><span class="lineno"> 1480</span>&#160;  <span class="keywordflow">return</span> std::make_pair(lob_validPartitioning,lort_distortionDist);</div><div class="line"><a name="l01481"></a><span class="lineno"> 1481</span>&#160;    </div><div class="line"><a name="l01482"></a><span class="lineno"> 1482</span>&#160;} <span class="comment">/*END reassignCluster</span></div><div class="line"><a name="l01483"></a><span class="lineno"> 1483</span>&#160;<span class="comment">   */</span></div><div class="line"><a name="l01484"></a><span class="lineno"> 1484</span>&#160;  </div><div class="line"><a name="l01485"></a><span class="lineno"> 1485</span>&#160;</div><div class="line"><a name="l01497"></a><span class="lineno"> 1497</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01498"></a><span class="lineno"> 1498</span>&#160;          <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l01499"></a><span class="lineno"> 1499</span>&#160;          <span class="keyword">typename</span> T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l01500"></a><span class="lineno"> 1500</span>&#160;          <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01501"></a><span class="lineno"> 1501</span>&#160;          <span class="keyword">typename</span> T_FEATURE_SUM, </div><div class="line"><a name="l01502"></a><span class="lineno"> 1502</span>&#160;          <span class="keyword">typename</span> T_DIST,</div><div class="line"><a name="l01503"></a><span class="lineno"> 1503</span>&#160;          <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l01504"></a><span class="lineno"> 1504</span>&#160;          &gt;</div><div class="line"><a name="l01505"></a><span class="lineno"> 1505</span>&#160;<span class="keywordtype">void</span> <a class="code" href="namespaceclusteringop.html#ad5da564b9274992e7f64e53f3c9d14b3">reassignCluster</a></div><div class="line"><a name="l01506"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#ab70a2332e3a3d06888683651309664ed"> 1506</a></span>&#160;(<a class="code" href="classds_1_1_partition_linked_stats.html">ds::PartitionLinkedStats</a></div><div class="line"><a name="l01507"></a><span class="lineno"> 1507</span>&#160; &lt;T_FEATURE,</div><div class="line"><a name="l01508"></a><span class="lineno"> 1508</span>&#160;  T_CLUSTERIDX,</div><div class="line"><a name="l01509"></a><span class="lineno"> 1509</span>&#160;  T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l01510"></a><span class="lineno"> 1510</span>&#160;  T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01511"></a><span class="lineno"> 1511</span>&#160; T_FEATURE_SUM&gt;                     &amp;aoipartlinkstats_partition,</div><div class="line"><a name="l01512"></a><span class="lineno"> 1512</span>&#160; <span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>   &amp;aimatrixt_centroids,</div><div class="line"><a name="l01513"></a><span class="lineno"> 1513</span>&#160; T_CLUSTERIDX                       *aiarraycidx_newIndex,</div><div class="line"><a name="l01514"></a><span class="lineno"> 1514</span>&#160; <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>                            aiui_countNewIndex,</div><div class="line"><a name="l01515"></a><span class="lineno"> 1515</span>&#160; INPUT_ITERATOR                     aiiterator_instfirst,</div><div class="line"><a name="l01516"></a><span class="lineno"> 1516</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR               aiiterator_instlast,</div><div class="line"><a name="l01517"></a><span class="lineno"> 1517</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_DIST,T_FEATURE&gt;</a> &amp;aifunc2p_dist</div><div class="line"><a name="l01518"></a><span class="lineno"> 1518</span>&#160; )</div><div class="line"><a name="l01519"></a><span class="lineno"> 1519</span>&#160;{</div><div class="line"><a name="l01520"></a><span class="lineno"> 1520</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01521"></a><span class="lineno"> 1521</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::reassignCluster&quot;</span>;</div><div class="line"><a name="l01522"></a><span class="lineno"> 1522</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01523"></a><span class="lineno"> 1523</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01524"></a><span class="lineno"> 1524</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01525"></a><span class="lineno"> 1525</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l01526"></a><span class="lineno"> 1526</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(output PartitionLinkedStats: aoipartlinkstats_partition[&quot;</span></div><div class="line"><a name="l01527"></a><span class="lineno"> 1527</span>&#160;              &lt;&lt; &amp;aoipartlinkstats_partition &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span>;</div><div class="line"><a name="l01528"></a><span class="lineno"> 1528</span>&#160;    std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l01529"></a><span class="lineno"> 1529</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aoipartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l01530"></a><span class="lineno"> 1530</span>&#160;    aoipartlinkstats_partition.print(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l01531"></a><span class="lineno"> 1531</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l01532"></a><span class="lineno"> 1532</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot; input  mat::MatrixBase&lt;T_FEATURE&gt;: aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l01533"></a><span class="lineno"> 1533</span>&#160;              &lt;&lt;  &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01534"></a><span class="lineno"> 1534</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  T_CLUSTERIDX*: aiarraycidx_newIndex[&quot;</span> &lt;&lt; aiarraycidx_newIndex &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01535"></a><span class="lineno"> 1535</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  uintidx: aiui_countNewIndex = &quot;</span> &lt;&lt; aiui_countNewIndex &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l01536"></a><span class="lineno"> 1536</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01537"></a><span class="lineno"> 1537</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input const aiiterator_instlast[&quot;</span> &lt;&lt; &amp;aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01538"></a><span class="lineno"> 1538</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  dist::Dist&lt;T_DIST,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l01539"></a><span class="lineno"> 1539</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01540"></a><span class="lineno"> 1540</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l01541"></a><span class="lineno"> 1541</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01542"></a><span class="lineno"> 1542</span>&#160;  }</div><div class="line"><a name="l01543"></a><span class="lineno"> 1543</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01544"></a><span class="lineno"> 1544</span>&#160;  </div><div class="line"><a name="l01545"></a><span class="lineno"> 1545</span>&#160;  T_CLUSTERIDX lcidx_codeBookNumClusterK = (T_CLUSTERIDX) (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a name="l01546"></a><span class="lineno"> 1546</span>&#160;</div><div class="line"><a name="l01547"></a><span class="lineno"> 1547</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_idxInsti = 0 ; aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l01548"></a><span class="lineno"> 1548</span>&#160;       aiiterator_instfirst++, lui_idxInsti++) {</div><div class="line"><a name="l01549"></a><span class="lineno"> 1549</span>&#160;    </div><div class="line"><a name="l01550"></a><span class="lineno"> 1550</span>&#160;    T_CLUSTERIDX lcidx_best = -1;</div><div class="line"><a name="l01551"></a><span class="lineno"> 1551</span>&#160;    <a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq</a></div><div class="line"><a name="l01552"></a><span class="lineno"> 1552</span>&#160;      &lt;T_FEATURE,</div><div class="line"><a name="l01553"></a><span class="lineno"> 1553</span>&#160;       T_INSTANCE_FREQUENCY&gt; *literinstfo_iInstance  =</div><div class="line"><a name="l01554"></a><span class="lineno"> 1554</span>&#160;      (<a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq&lt;T_FEATURE,T_INSTANCE_FREQUENCY&gt;</a>*)</div><div class="line"><a name="l01555"></a><span class="lineno"> 1555</span>&#160;      *aiiterator_instfirst;</div><div class="line"><a name="l01556"></a><span class="lineno"> 1556</span>&#160;      </div><div class="line"><a name="l01557"></a><span class="lineno"> 1557</span>&#160;    T_DIST  lrt_olddist = </div><div class="line"><a name="l01558"></a><span class="lineno"> 1558</span>&#160;      aifunc2p_dist</div><div class="line"><a name="l01559"></a><span class="lineno"> 1559</span>&#160;      (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(aoipartlinkstats_partition.getMemberShip(lui_idxInsti)),</div><div class="line"><a name="l01560"></a><span class="lineno"> 1560</span>&#160;       literinstfo_iInstance-&gt;getFeatures(),</div><div class="line"><a name="l01561"></a><span class="lineno"> 1561</span>&#160;       literinstfo_iInstance-&gt;getNumDimensions()</div><div class="line"><a name="l01562"></a><span class="lineno"> 1562</span>&#160;       );</div><div class="line"><a name="l01563"></a><span class="lineno"> 1563</span>&#160;      </div><div class="line"><a name="l01564"></a><span class="lineno"> 1564</span>&#160;    <span class="keywordtype">bool</span>  lb_changeInstMemberShip = <span class="keyword">false</span>;</div><div class="line"><a name="l01565"></a><span class="lineno"> 1565</span>&#160;</div><div class="line"><a name="l01566"></a><span class="lineno"> 1566</span>&#160;    <span class="comment">//Check if the instance is in the changing cluster</span></div><div class="line"><a name="l01567"></a><span class="lineno"> 1567</span>&#160;    <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0; lui_j &lt; aiui_countNewIndex; lui_j++)</div><div class="line"><a name="l01568"></a><span class="lineno"> 1568</span>&#160;      <span class="keywordflow">if</span> ( aoipartlinkstats_partition.getMemberShip(lui_idxInsti) == aiarraycidx_newIndex[lui_j] ) {</div><div class="line"><a name="l01569"></a><span class="lineno"> 1569</span>&#160;         </div><div class="line"><a name="l01570"></a><span class="lineno"> 1570</span>&#160;        lb_changeInstMemberShip = <span class="keyword">true</span>;</div><div class="line"><a name="l01571"></a><span class="lineno"> 1571</span>&#160;        <span class="keywordflow">break</span>;</div><div class="line"><a name="l01572"></a><span class="lineno"> 1572</span>&#160;      }</div><div class="line"><a name="l01573"></a><span class="lineno"> 1573</span>&#160;    <span class="keywordflow">if</span> ( lb_changeInstMemberShip ) {  </div><div class="line"><a name="l01574"></a><span class="lineno"> 1574</span>&#160;</div><div class="line"><a name="l01575"></a><span class="lineno"> 1575</span>&#160;      <span class="comment">//If you belong look for the cluster with minimum distance or -1 if it remains the same</span></div><div class="line"><a name="l01576"></a><span class="lineno"> 1576</span>&#160;      <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_j = 0; </div><div class="line"><a name="l01577"></a><span class="lineno"> 1577</span>&#160;            lcidx_j &lt; lcidx_codeBookNumClusterK; </div><div class="line"><a name="l01578"></a><span class="lineno"> 1578</span>&#160;            lcidx_j++) {</div><div class="line"><a name="l01579"></a><span class="lineno"> 1579</span>&#160;        T_DIST lrt_newdist = </div><div class="line"><a name="l01580"></a><span class="lineno"> 1580</span>&#160;          aifunc2p_dist</div><div class="line"><a name="l01581"></a><span class="lineno"> 1581</span>&#160;          (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>( lcidx_j ),</div><div class="line"><a name="l01582"></a><span class="lineno"> 1582</span>&#160;           literinstfo_iInstance-&gt;getFeatures(),</div><div class="line"><a name="l01583"></a><span class="lineno"> 1583</span>&#160;           literinstfo_iInstance-&gt;getNumDimensions()</div><div class="line"><a name="l01584"></a><span class="lineno"> 1584</span>&#160;           );</div><div class="line"><a name="l01585"></a><span class="lineno"> 1585</span>&#160;          </div><div class="line"><a name="l01586"></a><span class="lineno"> 1586</span>&#160;        <span class="keywordflow">if</span> ( lrt_newdist &lt; lrt_olddist ) {</div><div class="line"><a name="l01587"></a><span class="lineno"> 1587</span>&#160;          lcidx_best    = lcidx_j;</div><div class="line"><a name="l01588"></a><span class="lineno"> 1588</span>&#160;          lrt_olddist = lrt_newdist;</div><div class="line"><a name="l01589"></a><span class="lineno"> 1589</span>&#160;        }</div><div class="line"><a name="l01590"></a><span class="lineno"> 1590</span>&#160;      }</div><div class="line"><a name="l01591"></a><span class="lineno"> 1591</span>&#160;    }</div><div class="line"><a name="l01592"></a><span class="lineno"> 1592</span>&#160;    <span class="keywordflow">else</span> {  <span class="comment">//Belong to one that does not change</span></div><div class="line"><a name="l01593"></a><span class="lineno"> 1593</span>&#160;      <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0; lui_j &lt; aiui_countNewIndex; lui_j++ ) {</div><div class="line"><a name="l01594"></a><span class="lineno"> 1594</span>&#160;        T_DIST lrt_newdist = </div><div class="line"><a name="l01595"></a><span class="lineno"> 1595</span>&#160;          aifunc2p_dist</div><div class="line"><a name="l01596"></a><span class="lineno"> 1596</span>&#160;          (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(aiarraycidx_newIndex[lui_j]),</div><div class="line"><a name="l01597"></a><span class="lineno"> 1597</span>&#160;           literinstfo_iInstance-&gt;getFeatures(),</div><div class="line"><a name="l01598"></a><span class="lineno"> 1598</span>&#160;           literinstfo_iInstance-&gt;getNumDimensions()</div><div class="line"><a name="l01599"></a><span class="lineno"> 1599</span>&#160;           );</div><div class="line"><a name="l01600"></a><span class="lineno"> 1600</span>&#160;         </div><div class="line"><a name="l01601"></a><span class="lineno"> 1601</span>&#160;        <span class="keywordflow">if</span> ( lrt_newdist &lt; lrt_olddist ) {</div><div class="line"><a name="l01602"></a><span class="lineno"> 1602</span>&#160;          lcidx_best    = aiarraycidx_newIndex[lui_j];</div><div class="line"><a name="l01603"></a><span class="lineno"> 1603</span>&#160;          lrt_olddist = lrt_newdist;</div><div class="line"><a name="l01604"></a><span class="lineno"> 1604</span>&#160;        }</div><div class="line"><a name="l01605"></a><span class="lineno"> 1605</span>&#160;      }</div><div class="line"><a name="l01606"></a><span class="lineno"> 1606</span>&#160;    }</div><div class="line"><a name="l01607"></a><span class="lineno"> 1607</span>&#160;    </div><div class="line"><a name="l01608"></a><span class="lineno"> 1608</span>&#160;    <span class="keywordflow">if</span> ( lcidx_best &gt; -1 ) </div><div class="line"><a name="l01609"></a><span class="lineno"> 1609</span>&#160;      aoipartlinkstats_partition.changeMemberShip</div><div class="line"><a name="l01610"></a><span class="lineno"> 1610</span>&#160;        (lcidx_best,</div><div class="line"><a name="l01611"></a><span class="lineno"> 1611</span>&#160;         lui_idxInsti,</div><div class="line"><a name="l01612"></a><span class="lineno"> 1612</span>&#160;         literinstfo_iInstance-&gt;getFeatures(),</div><div class="line"><a name="l01613"></a><span class="lineno"> 1613</span>&#160;         literinstfo_iInstance-&gt;getFrequency()</div><div class="line"><a name="l01614"></a><span class="lineno"> 1614</span>&#160;         );</div><div class="line"><a name="l01615"></a><span class="lineno"> 1615</span>&#160;      </div><div class="line"><a name="l01616"></a><span class="lineno"> 1616</span>&#160;  } <span class="comment">//For lui_idxInsti </span></div><div class="line"><a name="l01617"></a><span class="lineno"> 1617</span>&#160;</div><div class="line"><a name="l01618"></a><span class="lineno"> 1618</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01619"></a><span class="lineno"> 1619</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01620"></a><span class="lineno"> 1620</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01621"></a><span class="lineno"> 1621</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l01622"></a><span class="lineno"> 1622</span>&#160;    std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l01623"></a><span class="lineno"> 1623</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aoipartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l01624"></a><span class="lineno"> 1624</span>&#160;    aoipartlinkstats_partition.print(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l01625"></a><span class="lineno"> 1625</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l01626"></a><span class="lineno"> 1626</span>&#160;  }</div><div class="line"><a name="l01627"></a><span class="lineno"> 1627</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01628"></a><span class="lineno"> 1628</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01629"></a><span class="lineno"> 1629</span>&#160;</div><div class="line"><a name="l01630"></a><span class="lineno"> 1630</span>&#160;} <span class="comment">/*END reassignCluster */</span></div><div class="line"><a name="l01631"></a><span class="lineno"> 1631</span>&#160;</div><div class="line"><a name="l01632"></a><span class="lineno"> 1632</span>&#160;</div><div class="line"><a name="l01641"></a><span class="lineno"> 1641</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01642"></a><span class="lineno"> 1642</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX, <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l01643"></a><span class="lineno"> 1643</span>&#160;           <span class="keyword">typename</span> T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l01644"></a><span class="lineno"> 1644</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01645"></a><span class="lineno"> 1645</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l01646"></a><span class="lineno"> 1646</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l01647"></a><span class="lineno"> 1647</span>&#160;&gt;</div><div class="line"><a name="l01648"></a><span class="lineno"> 1648</span>&#160;<span class="keywordtype">void</span>  <a class="code" href="namespaceclusteringop.html#a085fe038ee0b6d313db259ac1b61cafb">joinPartition</a></div><div class="line"><a name="l01649"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a085fe038ee0b6d313db259ac1b61cafb"> 1649</a></span>&#160;(<a class="code" href="classds_1_1_partition_linked_stats.html">ds::PartitionLinkedStats</a></div><div class="line"><a name="l01650"></a><span class="lineno"> 1650</span>&#160; &lt;T_FEATURE,</div><div class="line"><a name="l01651"></a><span class="lineno"> 1651</span>&#160; T_CLUSTERIDX,</div><div class="line"><a name="l01652"></a><span class="lineno"> 1652</span>&#160; T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l01653"></a><span class="lineno"> 1653</span>&#160; T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01654"></a><span class="lineno"> 1654</span>&#160; T_FEATURE_SUM&gt;             &amp;aoipartlinkstats_partition,</div><div class="line"><a name="l01655"></a><span class="lineno"> 1655</span>&#160; <span class="keyword">const</span> T_CLUSTERIDX         aicidx_partitionFrom,</div><div class="line"><a name="l01656"></a><span class="lineno"> 1656</span>&#160; <span class="keyword">const</span> T_CLUSTERIDX         aicidx_partitionTo,</div><div class="line"><a name="l01657"></a><span class="lineno"> 1657</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR       aiiterator_instfirst</div><div class="line"><a name="l01658"></a><span class="lineno"> 1658</span>&#160; )</div><div class="line"><a name="l01659"></a><span class="lineno"> 1659</span>&#160;{</div><div class="line"><a name="l01660"></a><span class="lineno"> 1660</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01661"></a><span class="lineno"> 1661</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::joinPartition&quot;</span>;</div><div class="line"><a name="l01662"></a><span class="lineno"> 1662</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01663"></a><span class="lineno"> 1663</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01664"></a><span class="lineno"> 1664</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01665"></a><span class="lineno"> 1665</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l01666"></a><span class="lineno"> 1666</span>&#160;    std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l01667"></a><span class="lineno"> 1667</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aoipartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l01668"></a><span class="lineno"> 1668</span>&#160;    aoipartlinkstats_partition.print(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l01669"></a><span class="lineno"> 1669</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l01670"></a><span class="lineno"> 1670</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;aicidx_partitionFrom: &quot;</span> &lt;&lt; aicidx_partitionFrom</div><div class="line"><a name="l01671"></a><span class="lineno"> 1671</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\taicidx_partitionTo: &quot;</span> &lt;&lt;  aicidx_partitionTo</div><div class="line"><a name="l01672"></a><span class="lineno"> 1672</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\ninput const aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01673"></a><span class="lineno"> 1673</span>&#160;              &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01674"></a><span class="lineno"> 1674</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01675"></a><span class="lineno"> 1675</span>&#160;  }</div><div class="line"><a name="l01676"></a><span class="lineno"> 1676</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01677"></a><span class="lineno"> 1677</span>&#160;  </div><div class="line"><a name="l01678"></a><span class="lineno"> 1678</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l01679"></a><span class="lineno"> 1679</span>&#160;    literpart_j(&amp;aoipartlinkstats_partition);</div><div class="line"><a name="l01680"></a><span class="lineno"> 1680</span>&#160;   </div><div class="line"><a name="l01681"></a><span class="lineno"> 1681</span>&#160;  <span class="keywordflow">for</span> ( literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(aicidx_partitionFrom); literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l01682"></a><span class="lineno"> 1682</span>&#160;    </div><div class="line"><a name="l01683"></a><span class="lineno"> 1683</span>&#160;    <a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq&lt;T_FEATURE,T_INSTANCE_FREQUENCY&gt;</a>* lptinstfo_changeInstance = </div><div class="line"><a name="l01684"></a><span class="lineno"> 1684</span>&#160;      (<a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq&lt;T_FEATURE,T_INSTANCE_FREQUENCY&gt;</a>*)</div><div class="line"><a name="l01685"></a><span class="lineno"> 1685</span>&#160;      *std::next(aiiterator_instfirst,literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>());</div><div class="line"><a name="l01686"></a><span class="lineno"> 1686</span>&#160;</div><div class="line"><a name="l01687"></a><span class="lineno"> 1687</span>&#160;    aoipartlinkstats_partition.setMemberShip</div><div class="line"><a name="l01688"></a><span class="lineno"> 1688</span>&#160;      (literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>(),</div><div class="line"><a name="l01689"></a><span class="lineno"> 1689</span>&#160;       aicidx_partitionTo</div><div class="line"><a name="l01690"></a><span class="lineno"> 1690</span>&#160;       );</div><div class="line"><a name="l01691"></a><span class="lineno"> 1691</span>&#160;    aoipartlinkstats_partition.changeSumInstances</div><div class="line"><a name="l01692"></a><span class="lineno"> 1692</span>&#160;      (aicidx_partitionFrom,</div><div class="line"><a name="l01693"></a><span class="lineno"> 1693</span>&#160;       aicidx_partitionTo,</div><div class="line"><a name="l01694"></a><span class="lineno"> 1694</span>&#160;       lptinstfo_changeInstance-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l01695"></a><span class="lineno"> 1695</span>&#160;       lptinstfo_changeInstance-&gt;<a class="code" href="classdata_1_1_instance_freq.html#a99fa2afc7a6375f3d71af4adc3c21f39">getFrequency</a>()</div><div class="line"><a name="l01696"></a><span class="lineno"> 1696</span>&#160;       );    </div><div class="line"><a name="l01697"></a><span class="lineno"> 1697</span>&#160;  }</div><div class="line"><a name="l01698"></a><span class="lineno"> 1698</span>&#160; </div><div class="line"><a name="l01699"></a><span class="lineno"> 1699</span>&#160;  aoipartlinkstats_partition.joinCluster(aicidx_partitionFrom,aicidx_partitionTo);</div><div class="line"><a name="l01700"></a><span class="lineno"> 1700</span>&#160;</div><div class="line"><a name="l01701"></a><span class="lineno"> 1701</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX  lcidx_numClusterK =  aoipartlinkstats_partition.getNumPartitions() -1;</div><div class="line"><a name="l01702"></a><span class="lineno"> 1702</span>&#160;  </div><div class="line"><a name="l01703"></a><span class="lineno"> 1703</span>&#160;  <span class="keywordflow">if</span> ( aicidx_partitionFrom != (lcidx_numClusterK) ) {</div><div class="line"><a name="l01704"></a><span class="lineno"> 1704</span>&#160; </div><div class="line"><a name="l01705"></a><span class="lineno"> 1705</span>&#160;    <span class="keywordflow">while</span> ( aoipartlinkstats_partition.getFirstInstClusterK(lcidx_numClusterK)</div><div class="line"><a name="l01706"></a><span class="lineno"> 1706</span>&#160;            != <a class="code" href="common_8hpp.html#af3832ec3c2aad9eb797abf385e290d28">UINTIDX_NIL</a> )</div><div class="line"><a name="l01707"></a><span class="lineno"> 1707</span>&#160;      {</div><div class="line"><a name="l01708"></a><span class="lineno"> 1708</span>&#160;</div><div class="line"><a name="l01709"></a><span class="lineno"> 1709</span>&#160;        <a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq&lt;T_FEATURE,T_INSTANCE_FREQUENCY&gt;</a>* lptinstfo_changeInstance =</div><div class="line"><a name="l01710"></a><span class="lineno"> 1710</span>&#160;          (<a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq&lt;T_FEATURE,T_INSTANCE_FREQUENCY&gt;</a>*)</div><div class="line"><a name="l01711"></a><span class="lineno"> 1711</span>&#160;          *std::next</div><div class="line"><a name="l01712"></a><span class="lineno"> 1712</span>&#160;          (aiiterator_instfirst,</div><div class="line"><a name="l01713"></a><span class="lineno"> 1713</span>&#160;           aoipartlinkstats_partition.getFirstInstClusterK(lcidx_numClusterK)</div><div class="line"><a name="l01714"></a><span class="lineno"> 1714</span>&#160;           );</div><div class="line"><a name="l01715"></a><span class="lineno"> 1715</span>&#160;      </div><div class="line"><a name="l01716"></a><span class="lineno"> 1716</span>&#160;        aoipartlinkstats_partition.changeMemberShip </div><div class="line"><a name="l01717"></a><span class="lineno"> 1717</span>&#160;          (aicidx_partitionFrom,</div><div class="line"><a name="l01718"></a><span class="lineno"> 1718</span>&#160;           aoipartlinkstats_partition.getFirstInstClusterK(lcidx_numClusterK),</div><div class="line"><a name="l01719"></a><span class="lineno"> 1719</span>&#160;           lptinstfo_changeInstance-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l01720"></a><span class="lineno"> 1720</span>&#160;           lptinstfo_changeInstance-&gt;<a class="code" href="classdata_1_1_instance_freq.html#a99fa2afc7a6375f3d71af4adc3c21f39">getFrequency</a>()</div><div class="line"><a name="l01721"></a><span class="lineno"> 1721</span>&#160;           );   </div><div class="line"><a name="l01722"></a><span class="lineno"> 1722</span>&#160;      }</div><div class="line"><a name="l01723"></a><span class="lineno"> 1723</span>&#160;  }</div><div class="line"><a name="l01724"></a><span class="lineno"> 1724</span>&#160;</div><div class="line"><a name="l01725"></a><span class="lineno"> 1725</span>&#160;  aoipartlinkstats_partition.decreasePartition();</div><div class="line"><a name="l01726"></a><span class="lineno"> 1726</span>&#160;  </div><div class="line"><a name="l01727"></a><span class="lineno"> 1727</span>&#160;</div><div class="line"><a name="l01728"></a><span class="lineno"> 1728</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01729"></a><span class="lineno"> 1729</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01730"></a><span class="lineno"> 1730</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01731"></a><span class="lineno"> 1731</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l01732"></a><span class="lineno"> 1732</span>&#160;    std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l01733"></a><span class="lineno"> 1733</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aoipartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l01734"></a><span class="lineno"> 1734</span>&#160;    aoipartlinkstats_partition.<a class="code" href="classdata_1_1_instance_freq.html#ae9a6c35a45fe18ed9cc794f610e0186d">print</a>(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l01735"></a><span class="lineno"> 1735</span>&#160;    std::cout &lt;&lt; std::endl;  </div><div class="line"><a name="l01736"></a><span class="lineno"> 1736</span>&#160;  }</div><div class="line"><a name="l01737"></a><span class="lineno"> 1737</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01738"></a><span class="lineno"> 1738</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01739"></a><span class="lineno"> 1739</span>&#160;}</div><div class="line"><a name="l01740"></a><span class="lineno"> 1740</span>&#160;</div><div class="line"><a name="l01741"></a><span class="lineno"> 1741</span>&#160;</div><div class="line"><a name="l01751"></a><span class="lineno"> 1751</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01752"></a><span class="lineno"> 1752</span>&#160;          <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l01753"></a><span class="lineno"> 1753</span>&#160;          <span class="keyword">typename</span> T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l01754"></a><span class="lineno"> 1754</span>&#160;          <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01755"></a><span class="lineno"> 1755</span>&#160;          <span class="keyword">typename</span> T_FEATURE_SUM, </div><div class="line"><a name="l01756"></a><span class="lineno"> 1756</span>&#160;          <span class="keyword">typename</span> T_DIST,</div><div class="line"><a name="l01757"></a><span class="lineno"> 1757</span>&#160;          <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l01758"></a><span class="lineno"> 1758</span>&#160;          &gt;</div><div class="line"><a name="l01759"></a><span class="lineno"> 1759</span>&#160;<span class="keywordtype">void</span> <a class="code" href="namespaceclusteringop.html#a105a75742a54520f643812c0ad4f0598">fillEmptyPartitions</a></div><div class="line"><a name="l01760"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a105a75742a54520f643812c0ad4f0598"> 1760</a></span>&#160;(<a class="code" href="classds_1_1_partition_linked_stats.html">ds::PartitionLinkedStats</a></div><div class="line"><a name="l01761"></a><span class="lineno"> 1761</span>&#160; &lt;T_FEATURE,</div><div class="line"><a name="l01762"></a><span class="lineno"> 1762</span>&#160;  T_CLUSTERIDX,</div><div class="line"><a name="l01763"></a><span class="lineno"> 1763</span>&#160;  T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l01764"></a><span class="lineno"> 1764</span>&#160;  T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01765"></a><span class="lineno"> 1765</span>&#160; T_FEATURE_SUM&gt;                      &amp;aiopartlinkstats_partition,</div><div class="line"><a name="l01766"></a><span class="lineno"> 1766</span>&#160; <a class="code" href="classmat_1_1_matrix_resizable_row.html">mat::MatrixResizableRow</a></div><div class="line"><a name="l01767"></a><span class="lineno"> 1767</span>&#160; &lt;T_FEATURE,T_INSTANCES_CLUSTER_K&gt;   &amp;aiomatrixresizerow_centroids,</div><div class="line"><a name="l01768"></a><span class="lineno"> 1768</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                aiiterator_instfirst,</div><div class="line"><a name="l01769"></a><span class="lineno"> 1769</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                aiiterator_instlast,</div><div class="line"><a name="l01770"></a><span class="lineno"> 1770</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_DIST,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l01771"></a><span class="lineno"> 1771</span>&#160; )</div><div class="line"><a name="l01772"></a><span class="lineno"> 1772</span>&#160;{</div><div class="line"><a name="l01773"></a><span class="lineno"> 1773</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01774"></a><span class="lineno"> 1774</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::fillEmptyPartitions&quot;</span>;</div><div class="line"><a name="l01775"></a><span class="lineno"> 1775</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01776"></a><span class="lineno"> 1776</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01777"></a><span class="lineno"> 1777</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01778"></a><span class="lineno"> 1778</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l01779"></a><span class="lineno"> 1779</span>&#160;    std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l01780"></a><span class="lineno"> 1780</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aiopartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l01781"></a><span class="lineno"> 1781</span>&#160;    aiopartlinkstats_partition.print(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l01782"></a><span class="lineno"> 1782</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l01783"></a><span class="lineno"> 1783</span>&#160;    </div><div class="line"><a name="l01784"></a><span class="lineno"> 1784</span>&#160;    std::ostringstream lostrstream_labelCentroids;</div><div class="line"><a name="l01785"></a><span class="lineno"> 1785</span>&#160;    lostrstream_labelCentroids &lt;&lt; <span class="stringliteral">&quot;&lt;CENTROIDS:aiomatrixresizerow_centroids&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l01786"></a><span class="lineno"> 1786</span>&#160;    aiomatrixresizerow_centroids.print(std::cout,lostrstream_labelCentroids.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l01787"></a><span class="lineno"> 1787</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l01788"></a><span class="lineno"> 1788</span>&#160;    </div><div class="line"><a name="l01789"></a><span class="lineno"> 1789</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot; input  aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01790"></a><span class="lineno"> 1790</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input const aiiterator_instlast[&quot;</span> &lt;&lt; &amp;aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01791"></a><span class="lineno"> 1791</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  dist::Dist&lt;T_DIST,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l01792"></a><span class="lineno"> 1792</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01793"></a><span class="lineno"> 1793</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l01794"></a><span class="lineno"> 1794</span>&#160;              &lt;&lt; std::endl;             </div><div class="line"><a name="l01795"></a><span class="lineno"> 1795</span>&#160;  }</div><div class="line"><a name="l01796"></a><span class="lineno"> 1796</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01797"></a><span class="lineno"> 1797</span>&#160;</div><div class="line"><a name="l01798"></a><span class="lineno"> 1798</span>&#160;  T_CLUSTERIDX       lcidx_nextNew;</div><div class="line"><a name="l01799"></a><span class="lineno"> 1799</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>            *larrayst_newIndex = NULL; </div><div class="line"><a name="l01800"></a><span class="lineno"> 1800</span>&#160;  T_DIST             *larrayNorm_error = NULL; </div><div class="line"><a name="l01801"></a><span class="lineno"> 1801</span>&#160;  T_DIST             lnorm_newerror;     </div><div class="line"><a name="l01802"></a><span class="lineno"> 1802</span>&#160;  T_CLUSTERIDX       lcidx_numClusterEmpty = 0;</div><div class="line"><a name="l01803"></a><span class="lineno"> 1803</span>&#160;  T_CLUSTERIDX       lcidx_oldClusterK;</div><div class="line"><a name="l01804"></a><span class="lineno"> 1804</span>&#160;  T_CLUSTERIDX       lcidx_codeBookNumClusterK;</div><div class="line"><a name="l01805"></a><span class="lineno"> 1805</span>&#160;  </div><div class="line"><a name="l01806"></a><span class="lineno"> 1806</span>&#160;  lcidx_codeBookNumClusterK = (T_CLUSTERIDX) aiomatrixresizerow_centroids.getNumRows();</div><div class="line"><a name="l01807"></a><span class="lineno"> 1807</span>&#160;</div><div class="line"><a name="l01808"></a><span class="lineno"> 1808</span>&#160;  lcidx_numClusterEmpty =</div><div class="line"><a name="l01809"></a><span class="lineno"> 1809</span>&#160;    aiopartlinkstats_partition.numClusterEmpty();</div><div class="line"><a name="l01810"></a><span class="lineno"> 1810</span>&#160;   </div><div class="line"><a name="l01811"></a><span class="lineno"> 1811</span>&#160;  <span class="keywordflow">if</span> (lcidx_numClusterEmpty == 0) {</div><div class="line"><a name="l01812"></a><span class="lineno"> 1812</span>&#160;</div><div class="line"><a name="l01813"></a><span class="lineno"> 1813</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01814"></a><span class="lineno"> 1814</span>&#160;    <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01815"></a><span class="lineno"> 1815</span>&#160;      std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01816"></a><span class="lineno"> 1816</span>&#160;                &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01817"></a><span class="lineno"> 1817</span>&#160;                &lt;&lt; std::endl;</div><div class="line"><a name="l01818"></a><span class="lineno"> 1818</span>&#160;    }</div><div class="line"><a name="l01819"></a><span class="lineno"> 1819</span>&#160;    --geiinparam_verbose;</div><div class="line"><a name="l01820"></a><span class="lineno"> 1820</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01821"></a><span class="lineno"> 1821</span>&#160;</div><div class="line"><a name="l01822"></a><span class="lineno"> 1822</span>&#160;    <span class="keywordflow">return</span>;</div><div class="line"><a name="l01823"></a><span class="lineno"> 1823</span>&#160;  }</div><div class="line"><a name="l01824"></a><span class="lineno"> 1824</span>&#160;</div><div class="line"><a name="l01825"></a><span class="lineno"> 1825</span>&#160;  <span class="comment">//Allocate temporary memory </span></div><div class="line"><a name="l01826"></a><span class="lineno"> 1826</span>&#160;  larrayst_newIndex  =  <span class="keyword">new</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>[(<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) (lcidx_numClusterEmpty + 1)];</div><div class="line"><a name="l01827"></a><span class="lineno"> 1827</span>&#160;  larrayNorm_error   =  <span class="keyword">new</span> T_DIST[(<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) (lcidx_numClusterEmpty + 1) ];</div><div class="line"><a name="l01828"></a><span class="lineno"> 1828</span>&#160;   </div><div class="line"><a name="l01829"></a><span class="lineno"> 1829</span>&#160;  <span class="comment">//Find new vectors</span></div><div class="line"><a name="l01830"></a><span class="lineno"> 1830</span>&#160;  lcidx_nextNew = 0;</div><div class="line"><a name="l01831"></a><span class="lineno"> 1831</span>&#160;</div><div class="line"><a name="l01832"></a><span class="lineno"> 1832</span>&#160;  INPUT_ITERATOR literator_instfirst = aiiterator_instfirst;</div><div class="line"><a name="l01833"></a><span class="lineno"> 1833</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  luintidx_i = 0;</div><div class="line"><a name="l01834"></a><span class="lineno"> 1834</span>&#160;       literator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l01835"></a><span class="lineno"> 1835</span>&#160;       ++literator_instfirst, luintidx_i++)</div><div class="line"><a name="l01836"></a><span class="lineno"> 1836</span>&#160;    {</div><div class="line"><a name="l01837"></a><span class="lineno"> 1837</span>&#160;      <a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq</a></div><div class="line"><a name="l01838"></a><span class="lineno"> 1838</span>&#160;        &lt;T_FEATURE,</div><div class="line"><a name="l01839"></a><span class="lineno"> 1839</span>&#160;         T_INSTANCE_FREQUENCY&gt; *liter_instFreq  = </div><div class="line"><a name="l01840"></a><span class="lineno"> 1840</span>&#160;        (<a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq&lt;T_FEATURE,T_INSTANCE_FREQUENCY&gt;</a>*)</div><div class="line"><a name="l01841"></a><span class="lineno"> 1841</span>&#160;        *aiiterator_instfirst;</div><div class="line"><a name="l01842"></a><span class="lineno"> 1842</span>&#160;     </div><div class="line"><a name="l01843"></a><span class="lineno"> 1843</span>&#160;      lnorm_newerror =</div><div class="line"><a name="l01844"></a><span class="lineno"> 1844</span>&#160;        larrayNorm_error[lcidx_nextNew] = </div><div class="line"><a name="l01845"></a><span class="lineno"> 1845</span>&#160;        aifunc2p_dist</div><div class="line"><a name="l01846"></a><span class="lineno"> 1846</span>&#160;        (aiomatrixresizerow_centroids.getRow(aiopartlinkstats_partition.getMemberShip(luintidx_i)),</div><div class="line"><a name="l01847"></a><span class="lineno"> 1847</span>&#160;         liter_instFreq-&gt;getFeatures(),</div><div class="line"><a name="l01848"></a><span class="lineno"> 1848</span>&#160;         liter_instFreq-&gt;getNumDimensions()</div><div class="line"><a name="l01849"></a><span class="lineno"> 1849</span>&#160;         );</div><div class="line"><a name="l01850"></a><span class="lineno"> 1850</span>&#160;     </div><div class="line"><a name="l01851"></a><span class="lineno"> 1851</span>&#160;      T_CLUSTERIDX lcidx_n = lcidx_nextNew;</div><div class="line"><a name="l01852"></a><span class="lineno"> 1852</span>&#160;      <span class="keywordflow">while</span>( lcidx_n &gt; 0 &amp;&amp; larrayNorm_error[lcidx_n] &gt; larrayNorm_error[lcidx_n - 1] ) {</div><div class="line"><a name="l01853"></a><span class="lineno"> 1853</span>&#160;        larrayst_newIndex[lcidx_n] = larrayst_newIndex[lcidx_n - 1];</div><div class="line"><a name="l01854"></a><span class="lineno"> 1854</span>&#160;        larrayNorm_error[lcidx_n] = larrayNorm_error[lcidx_n - 1];</div><div class="line"><a name="l01855"></a><span class="lineno"> 1855</span>&#160;        lcidx_n--;</div><div class="line"><a name="l01856"></a><span class="lineno"> 1856</span>&#160;      }</div><div class="line"><a name="l01857"></a><span class="lineno"> 1857</span>&#160;      </div><div class="line"><a name="l01858"></a><span class="lineno"> 1858</span>&#160;      larrayst_newIndex[lcidx_n] = luintidx_i;</div><div class="line"><a name="l01859"></a><span class="lineno"> 1859</span>&#160;      larrayNorm_error[lcidx_n] = lnorm_newerror;</div><div class="line"><a name="l01860"></a><span class="lineno"> 1860</span>&#160;      <span class="keywordflow">if</span>( lcidx_nextNew &lt; lcidx_numClusterEmpty  ) {</div><div class="line"><a name="l01861"></a><span class="lineno"> 1861</span>&#160;        lcidx_nextNew++;</div><div class="line"><a name="l01862"></a><span class="lineno"> 1862</span>&#160;      }</div><div class="line"><a name="l01863"></a><span class="lineno"> 1863</span>&#160;      </div><div class="line"><a name="l01864"></a><span class="lineno"> 1864</span>&#160;    }</div><div class="line"><a name="l01865"></a><span class="lineno"> 1865</span>&#160;</div><div class="line"><a name="l01866"></a><span class="lineno"> 1866</span>&#160;  <span class="keywordflow">for</span>( T_CLUSTERIDX lcidx_j = 0, lcidx_n = 0; </div><div class="line"><a name="l01867"></a><span class="lineno"> 1867</span>&#160;       lcidx_n &lt; lcidx_numClusterEmpty &amp;&amp; lcidx_j &lt;  lcidx_codeBookNumClusterK; </div><div class="line"><a name="l01868"></a><span class="lineno"> 1868</span>&#160;       lcidx_j++ ) </div><div class="line"><a name="l01869"></a><span class="lineno"> 1869</span>&#160;    { <span class="comment">//Begin for</span></div><div class="line"><a name="l01870"></a><span class="lineno"> 1870</span>&#160;        </div><div class="line"><a name="l01871"></a><span class="lineno"> 1871</span>&#160;      <span class="keywordflow">if</span> ( (aiopartlinkstats_partition.getNumInstancesClusterKi(lcidx_j) </div><div class="line"><a name="l01872"></a><span class="lineno"> 1872</span>&#160;            == T_INSTANCES_CLUSTER_K(0)) )  </div><div class="line"><a name="l01873"></a><span class="lineno"> 1873</span>&#160;        {  </div><div class="line"><a name="l01874"></a><span class="lineno"> 1874</span>&#160;          lcidx_oldClusterK = aiopartlinkstats_partition.getMemberShip( larrayst_newIndex[lcidx_n] );</div><div class="line"><a name="l01875"></a><span class="lineno"> 1875</span>&#160;            </div><div class="line"><a name="l01876"></a><span class="lineno"> 1876</span>&#160;          T_FEATURE* larrayrow_centroids = </div><div class="line"><a name="l01877"></a><span class="lineno"> 1877</span>&#160;            aiomatrixresizerow_centroids.getRow((<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>)lcidx_j);</div><div class="line"><a name="l01878"></a><span class="lineno"> 1878</span>&#160;          <a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq&lt;T_FEATURE,T_INSTANCE_FREQUENCY&gt;</a>* liter_instFreq = </div><div class="line"><a name="l01879"></a><span class="lineno"> 1879</span>&#160;            (<a class="code" href="classdata_1_1_instance_freq.html">data::InstanceFreq&lt;T_FEATURE,T_INSTANCE_FREQUENCY&gt;</a>*)</div><div class="line"><a name="l01880"></a><span class="lineno"> 1880</span>&#160;            *std::next(aiiterator_instfirst,larrayst_newIndex[lcidx_n]);</div><div class="line"><a name="l01881"></a><span class="lineno"> 1881</span>&#160;          </div><div class="line"><a name="l01882"></a><span class="lineno"> 1882</span>&#160;          <a class="code" href="namespaceinterfacesse.html#a925f44ed84d40e9af5050fa0e1373396">interfacesse::copy</a></div><div class="line"><a name="l01883"></a><span class="lineno"> 1883</span>&#160;            (larrayrow_centroids,</div><div class="line"><a name="l01884"></a><span class="lineno"> 1884</span>&#160;             liter_instFreq-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l01885"></a><span class="lineno"> 1885</span>&#160;             liter_instFreq-&gt;<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">getNumDimensions</a>()</div><div class="line"><a name="l01886"></a><span class="lineno"> 1886</span>&#160;             );</div><div class="line"><a name="l01887"></a><span class="lineno"> 1887</span>&#160;           </div><div class="line"><a name="l01888"></a><span class="lineno"> 1888</span>&#160;          aiopartlinkstats_partition.changeMemberShip</div><div class="line"><a name="l01889"></a><span class="lineno"> 1889</span>&#160;                 (lcidx_j,</div><div class="line"><a name="l01890"></a><span class="lineno"> 1890</span>&#160;                  larrayst_newIndex[lcidx_n],</div><div class="line"><a name="l01891"></a><span class="lineno"> 1891</span>&#160;                  liter_instFreq-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l01892"></a><span class="lineno"> 1892</span>&#160;                  liter_instFreq-&gt;<a class="code" href="classdata_1_1_instance_freq.html#a99fa2afc7a6375f3d71af4adc3c21f39">getFrequency</a>()</div><div class="line"><a name="l01893"></a><span class="lineno"> 1893</span>&#160;                  );</div><div class="line"><a name="l01894"></a><span class="lineno"> 1894</span>&#160;            </div><div class="line"><a name="l01895"></a><span class="lineno"> 1895</span>&#160;          <span class="keywordflow">if</span>( aiopartlinkstats_partition.getNumInstancesClusterKi(lcidx_oldClusterK) &gt; 0 ) {</div><div class="line"><a name="l01896"></a><span class="lineno"> 1896</span>&#160;             </div><div class="line"><a name="l01897"></a><span class="lineno"> 1897</span>&#160;            <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a>  </div><div class="line"><a name="l01898"></a><span class="lineno"> 1898</span>&#160;              (aiomatrixresizerow_centroids.getRow(lcidx_oldClusterK),</div><div class="line"><a name="l01899"></a><span class="lineno"> 1899</span>&#160;               aiopartlinkstats_partition.getNumInstancesClusterKi(lcidx_oldClusterK),</div><div class="line"><a name="l01900"></a><span class="lineno"> 1900</span>&#160;               aiopartlinkstats_partition.getSumInstancesClusterKi(lcidx_oldClusterK),</div><div class="line"><a name="l01901"></a><span class="lineno"> 1901</span>&#160;               (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) lcidx_j</div><div class="line"><a name="l01902"></a><span class="lineno"> 1902</span>&#160;               );</div><div class="line"><a name="l01903"></a><span class="lineno"> 1903</span>&#160;          }</div><div class="line"><a name="l01904"></a><span class="lineno"> 1904</span>&#160;           </div><div class="line"><a name="l01905"></a><span class="lineno"> 1905</span>&#160;          lcidx_n++; </div><div class="line"><a name="l01906"></a><span class="lineno"> 1906</span>&#160;        } </div><div class="line"><a name="l01907"></a><span class="lineno"> 1907</span>&#160;    } <span class="comment">//End for</span></div><div class="line"><a name="l01908"></a><span class="lineno"> 1908</span>&#160;  <span class="keyword">delete</span>[] larrayst_newIndex;</div><div class="line"><a name="l01909"></a><span class="lineno"> 1909</span>&#160;  <span class="keyword">delete</span>[] larrayNorm_error;</div><div class="line"><a name="l01910"></a><span class="lineno"> 1910</span>&#160;</div><div class="line"><a name="l01911"></a><span class="lineno"> 1911</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01912"></a><span class="lineno"> 1912</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01913"></a><span class="lineno"> 1913</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01914"></a><span class="lineno"> 1914</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l01915"></a><span class="lineno"> 1915</span>&#160;    std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l01916"></a><span class="lineno"> 1916</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aiopartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l01917"></a><span class="lineno"> 1917</span>&#160;    aiopartlinkstats_partition.print(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l01918"></a><span class="lineno"> 1918</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l01919"></a><span class="lineno"> 1919</span>&#160;    </div><div class="line"><a name="l01920"></a><span class="lineno"> 1920</span>&#160;    std::ostringstream lostrstream_labelCentroids;</div><div class="line"><a name="l01921"></a><span class="lineno"> 1921</span>&#160;    lostrstream_labelCentroids &lt;&lt; <span class="stringliteral">&quot;&lt;CENTROIDS:aiomatrixresizerow_centroids&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l01922"></a><span class="lineno"> 1922</span>&#160;    aiomatrixresizerow_centroids.print(std::cout,lostrstream_labelCentroids.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l01923"></a><span class="lineno"> 1923</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l01924"></a><span class="lineno"> 1924</span>&#160;    </div><div class="line"><a name="l01925"></a><span class="lineno"> 1925</span>&#160;  }</div><div class="line"><a name="l01926"></a><span class="lineno"> 1926</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01927"></a><span class="lineno"> 1927</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01928"></a><span class="lineno"> 1928</span>&#160;</div><div class="line"><a name="l01929"></a><span class="lineno"> 1929</span>&#160;} <span class="comment">/*fillEmptyPartitions*/</span></div><div class="line"><a name="l01930"></a><span class="lineno"> 1930</span>&#160;</div><div class="line"><a name="l01931"></a><span class="lineno"> 1931</span>&#160;</div><div class="line"><a name="l01941"></a><span class="lineno"> 1941</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01942"></a><span class="lineno"> 1942</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX, <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l01943"></a><span class="lineno"> 1943</span>&#160;           <span class="keyword">typename</span> T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l01944"></a><span class="lineno"> 1944</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01945"></a><span class="lineno"> 1945</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l01946"></a><span class="lineno"> 1946</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l01947"></a><span class="lineno"> 1947</span>&#160;&gt;</div><div class="line"><a name="l01948"></a><span class="lineno"> 1948</span>&#160;<span class="keywordtype">void</span> <a class="code" href="namespaceclusteringop.html#a5a2ccb8bee604ff182b712b2ecb91020">removeEmptyPartitions</a></div><div class="line"><a name="l01949"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a5a2ccb8bee604ff182b712b2ecb91020"> 1949</a></span>&#160;(<a class="code" href="classds_1_1_partition_linked_stats.html">ds::PartitionLinkedStats</a></div><div class="line"><a name="l01950"></a><span class="lineno"> 1950</span>&#160; &lt;T_FEATURE,</div><div class="line"><a name="l01951"></a><span class="lineno"> 1951</span>&#160;  T_CLUSTERIDX, <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l01952"></a><span class="lineno"> 1952</span>&#160;  T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l01953"></a><span class="lineno"> 1953</span>&#160;  T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01954"></a><span class="lineno"> 1954</span>&#160; T_FEATURE_SUM&gt;                     &amp;aoipartlinkstats_partition,</div><div class="line"><a name="l01955"></a><span class="lineno"> 1955</span>&#160; <a class="code" href="classmat_1_1_matrix_resizable_row.html">mat::MatrixResizableRow</a></div><div class="line"><a name="l01956"></a><span class="lineno"> 1956</span>&#160; &lt;T_FEATURE,T_INSTANCES_CLUSTER_K&gt;  &amp;aomatrixresizerow_centroids,</div><div class="line"><a name="l01957"></a><span class="lineno"> 1957</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR               aiiterator_instfirst,</div><div class="line"><a name="l01958"></a><span class="lineno"> 1958</span>&#160; <span class="keyword">const</span> T_CLUSTERIDX                 aicidx_numclusterKTopMin</div><div class="line"><a name="l01959"></a><span class="lineno"> 1959</span>&#160; )</div><div class="line"><a name="l01960"></a><span class="lineno"> 1960</span>&#160;{</div><div class="line"><a name="l01961"></a><span class="lineno"> 1961</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01962"></a><span class="lineno"> 1962</span>&#160;   <span class="comment">/*Parameters*/</span></div><div class="line"><a name="l01963"></a><span class="lineno"> 1963</span>&#160;  <span class="keywordtype">bool</span>  lb_verbose_removeEmptyPartitions = <span class="keyword">false</span>;</div><div class="line"><a name="l01964"></a><span class="lineno"> 1964</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;clusteringop::removeEmptyPartitions&quot;</span>;</div><div class="line"><a name="l01965"></a><span class="lineno"> 1965</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01966"></a><span class="lineno"> 1966</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01967"></a><span class="lineno"> 1967</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l01968"></a><span class="lineno"> 1968</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l01969"></a><span class="lineno"> 1969</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(output ds::PartitionLinkedStats: aoipartlinkstats_partition[&quot;</span></div><div class="line"><a name="l01970"></a><span class="lineno"> 1970</span>&#160;              &lt;&lt; &amp;aoipartlinkstats_partition &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01971"></a><span class="lineno"> 1971</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input const aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01972"></a><span class="lineno"> 1972</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input T_CLUSTERIDX: aicidx_numclusterKTopMin &quot;</span></div><div class="line"><a name="l01973"></a><span class="lineno"> 1973</span>&#160;              &lt;&lt; aicidx_numclusterKTopMin &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l01974"></a><span class="lineno"> 1974</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t)&quot;</span></div><div class="line"><a name="l01975"></a><span class="lineno"> 1975</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01976"></a><span class="lineno"> 1976</span>&#160;  }</div><div class="line"><a name="l01977"></a><span class="lineno"> 1977</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01978"></a><span class="lineno"> 1978</span>&#160; </div><div class="line"><a name="l01979"></a><span class="lineno"> 1979</span>&#160;  T_CLUSTERIDX lcidx_codeBookNumClusterK =</div><div class="line"><a name="l01980"></a><span class="lineno"> 1980</span>&#160;    (T_CLUSTERIDX) aomatrixresizerow_centroids.getNumRows();</div><div class="line"><a name="l01981"></a><span class="lineno"> 1981</span>&#160;  </div><div class="line"><a name="l01982"></a><span class="lineno"> 1982</span>&#160;  <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_j = 0; lcidx_j &lt; lcidx_codeBookNumClusterK; lcidx_j++) {</div><div class="line"><a name="l01983"></a><span class="lineno"> 1983</span>&#160;    </div><div class="line"><a name="l01984"></a><span class="lineno"> 1984</span>&#160;    <span class="keywordflow">if</span> ( (aoipartlinkstats_partition.getNumInstancesClusterKi(lcidx_j) </div><div class="line"><a name="l01985"></a><span class="lineno"> 1985</span>&#160;          == T_INSTANCES_CLUSTER_K(0))  &amp;&amp;</div><div class="line"><a name="l01986"></a><span class="lineno"> 1986</span>&#160;         lcidx_codeBookNumClusterK &gt; aicidx_numclusterKTopMin ){</div><div class="line"><a name="l01987"></a><span class="lineno"> 1987</span>&#160;</div><div class="line"><a name="l01988"></a><span class="lineno"> 1988</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01989"></a><span class="lineno"> 1989</span>&#160;      lb_verbose_removeEmptyPartitions = <span class="keyword">true</span>;</div><div class="line"><a name="l01990"></a><span class="lineno"> 1990</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l01991"></a><span class="lineno"> 1991</span>&#160;</div><div class="line"><a name="l01992"></a><span class="lineno"> 1992</span>&#160;      T_CLUSTERIDX lcidx_clusterLast =  lcidx_codeBookNumClusterK -1;</div><div class="line"><a name="l01993"></a><span class="lineno"> 1993</span>&#160;      </div><div class="line"><a name="l01994"></a><span class="lineno"> 1994</span>&#160;      aomatrixresizerow_centroids.swapRows</div><div class="line"><a name="l01995"></a><span class="lineno"> 1995</span>&#160;        ((<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) lcidx_j, (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) lcidx_clusterLast);</div><div class="line"><a name="l01996"></a><span class="lineno"> 1996</span>&#160;</div><div class="line"><a name="l01997"></a><span class="lineno"> 1997</span>&#160;      <a class="code" href="namespaceclusteringop.html#a085fe038ee0b6d313db259ac1b61cafb">joinPartition</a></div><div class="line"><a name="l01998"></a><span class="lineno"> 1998</span>&#160;        (aoipartlinkstats_partition,</div><div class="line"><a name="l01999"></a><span class="lineno"> 1999</span>&#160;         lcidx_clusterLast,</div><div class="line"><a name="l02000"></a><span class="lineno"> 2000</span>&#160;         lcidx_j,</div><div class="line"><a name="l02001"></a><span class="lineno"> 2001</span>&#160;         aiiterator_instfirst</div><div class="line"><a name="l02002"></a><span class="lineno"> 2002</span>&#160;         );</div><div class="line"><a name="l02003"></a><span class="lineno"> 2003</span>&#160;      aomatrixresizerow_centroids.decreaseRow();</div><div class="line"><a name="l02004"></a><span class="lineno"> 2004</span>&#160;      lcidx_codeBookNumClusterK = (T_CLUSTERIDX) aomatrixresizerow_centroids.getNumRows();</div><div class="line"><a name="l02005"></a><span class="lineno"> 2005</span>&#160;      --lcidx_j;</div><div class="line"><a name="l02006"></a><span class="lineno"> 2006</span>&#160;    }    </div><div class="line"><a name="l02007"></a><span class="lineno"> 2007</span>&#160;  }</div><div class="line"><a name="l02008"></a><span class="lineno"> 2008</span>&#160;</div><div class="line"><a name="l02009"></a><span class="lineno"> 2009</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02010"></a><span class="lineno"> 2010</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02011"></a><span class="lineno"> 2011</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02012"></a><span class="lineno"> 2012</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l02013"></a><span class="lineno"> 2013</span>&#160;    <span class="keywordflow">if</span> (  lb_verbose_removeEmptyPartitions ) {</div><div class="line"><a name="l02014"></a><span class="lineno"> 2014</span>&#160;      std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l02015"></a><span class="lineno"> 2015</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aoipartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l02016"></a><span class="lineno"> 2016</span>&#160;    aoipartlinkstats_partition.print(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l02017"></a><span class="lineno"> 2017</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l02018"></a><span class="lineno"> 2018</span>&#160;    }</div><div class="line"><a name="l02019"></a><span class="lineno"> 2019</span>&#160;  }</div><div class="line"><a name="l02020"></a><span class="lineno"> 2020</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l02021"></a><span class="lineno"> 2021</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02022"></a><span class="lineno"> 2022</span>&#160;</div><div class="line"><a name="l02023"></a><span class="lineno"> 2023</span>&#160;} <span class="comment">/* END removeEmptyPartitions */</span></div><div class="line"><a name="l02024"></a><span class="lineno"> 2024</span>&#160;</div><div class="line"><a name="l02025"></a><span class="lineno"> 2025</span>&#160;  </div><div class="line"><a name="l02035"></a><span class="lineno"> 2035</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_FEATURE, </div><div class="line"><a name="l02036"></a><span class="lineno"> 2036</span>&#160;          <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l02037"></a><span class="lineno"> 2037</span>&#160;          <span class="keyword">typename</span> T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l02038"></a><span class="lineno"> 2038</span>&#160;          <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l02039"></a><span class="lineno"> 2039</span>&#160;          <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l02040"></a><span class="lineno"> 2040</span>&#160;          <span class="keyword">typename</span> T_DIST,</div><div class="line"><a name="l02041"></a><span class="lineno"> 2041</span>&#160;          <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l02042"></a><span class="lineno"> 2042</span>&#160;          &gt;</div><div class="line"><a name="l02043"></a><span class="lineno"> 2043</span>&#160;<span class="keywordtype">void</span> <a class="code" href="namespaceclusteringop.html#a8dda4c828d8ffde2aff08eb40dc35190">pnnFast</a></div><div class="line"><a name="l02044"></a><span class="lineno"><a class="line" href="namespaceclusteringop.html#a8dda4c828d8ffde2aff08eb40dc35190"> 2044</a></span>&#160;(<a class="code" href="classds_1_1_partition_linked_stats.html">ds::PartitionLinkedStats</a></div><div class="line"><a name="l02045"></a><span class="lineno"> 2045</span>&#160; &lt;T_FEATURE,</div><div class="line"><a name="l02046"></a><span class="lineno"> 2046</span>&#160;  T_CLUSTERIDX,</div><div class="line"><a name="l02047"></a><span class="lineno"> 2047</span>&#160;  T_INSTANCE_FREQUENCY,</div><div class="line"><a name="l02048"></a><span class="lineno"> 2048</span>&#160;  T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l02049"></a><span class="lineno"> 2049</span>&#160; T_FEATURE_SUM&gt;                      &amp;aoipartlinkstats_partition,</div><div class="line"><a name="l02050"></a><span class="lineno"> 2050</span>&#160; <a class="code" href="classmat_1_1_matrix_resizable_row.html">mat::MatrixResizableRow</a></div><div class="line"><a name="l02051"></a><span class="lineno"> 2051</span>&#160; &lt;T_FEATURE,T_INSTANCES_CLUSTER_K&gt;   &amp;aiomatrixresizerow_centroids,</div><div class="line"><a name="l02052"></a><span class="lineno"> 2052</span>&#160; INPUT_ITERATOR                      aiiterator_instfirst,</div><div class="line"><a name="l02053"></a><span class="lineno"> 2053</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                aiiterator_instlast,</div><div class="line"><a name="l02054"></a><span class="lineno"> 2054</span>&#160; <span class="keyword">const</span> T_CLUSTERIDX                  aicidx_numclusterKToReduce,</div><div class="line"><a name="l02055"></a><span class="lineno"> 2055</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_DIST,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l02056"></a><span class="lineno"> 2056</span>&#160; )</div><div class="line"><a name="l02057"></a><span class="lineno"> 2057</span>&#160;{</div><div class="line"><a name="l02058"></a><span class="lineno"> 2058</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02059"></a><span class="lineno"> 2059</span>&#160;</div><div class="line"><a name="l02060"></a><span class="lineno"> 2060</span>&#160;</div><div class="line"><a name="l02061"></a><span class="lineno"> 2061</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;gaclusteringop::pnnFast&quot;</span>;</div><div class="line"><a name="l02062"></a><span class="lineno"> 2062</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l02063"></a><span class="lineno"> 2063</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02064"></a><span class="lineno"> 2064</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l02065"></a><span class="lineno"> 2065</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l02066"></a><span class="lineno"> 2066</span>&#160;    std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l02067"></a><span class="lineno"> 2067</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aoipartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l02068"></a><span class="lineno"> 2068</span>&#160;    aoipartlinkstats_partition.print(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l02069"></a><span class="lineno"> 2069</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l02070"></a><span class="lineno"> 2070</span>&#160;    std::ostringstream lostrstream_labelCentroids;</div><div class="line"><a name="l02071"></a><span class="lineno"> 2071</span>&#160;    lostrstream_labelCentroids &lt;&lt; <span class="stringliteral">&quot;&lt;CENTROIDS:aiomatrixresizerow_centroids&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l02072"></a><span class="lineno"> 2072</span>&#160;    aiomatrixresizerow_centroids.print(std::cout,lostrstream_labelCentroids.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l02073"></a><span class="lineno"> 2073</span>&#160;    </div><div class="line"><a name="l02074"></a><span class="lineno"> 2074</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot; input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02075"></a><span class="lineno"> 2075</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input const aiiterator_instlast[&quot;</span> &lt;&lt; &amp;aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02076"></a><span class="lineno"> 2076</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input T_CLUSTERIDX: aicidx_numclusterKToReduce &quot;</span></div><div class="line"><a name="l02077"></a><span class="lineno"> 2077</span>&#160;              &lt;&lt; aicidx_numclusterKToReduce &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l02078"></a><span class="lineno"> 2078</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;)&quot;</span></div><div class="line"><a name="l02079"></a><span class="lineno"> 2079</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02080"></a><span class="lineno"> 2080</span>&#160;  }</div><div class="line"><a name="l02081"></a><span class="lineno"> 2081</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l02082"></a><span class="lineno"> 2082</span>&#160;  </div><div class="line"><a name="l02083"></a><span class="lineno"> 2083</span>&#160;  <a class="code" href="namespaceclusteringop.html#a5a2ccb8bee604ff182b712b2ecb91020">clusteringop::removeEmptyPartitions</a></div><div class="line"><a name="l02084"></a><span class="lineno"> 2084</span>&#160;    (aoipartlinkstats_partition,</div><div class="line"><a name="l02085"></a><span class="lineno"> 2085</span>&#160;     aiomatrixresizerow_centroids,</div><div class="line"><a name="l02086"></a><span class="lineno"> 2086</span>&#160;     aiiterator_instfirst,</div><div class="line"><a name="l02087"></a><span class="lineno"> 2087</span>&#160;     aicidx_numclusterKToReduce</div><div class="line"><a name="l02088"></a><span class="lineno"> 2088</span>&#160;     );</div><div class="line"><a name="l02089"></a><span class="lineno"> 2089</span>&#160;  </div><div class="line"><a name="l02090"></a><span class="lineno"> 2090</span>&#160;  T_CLUSTERIDX lcidx_numClusters =</div><div class="line"><a name="l02091"></a><span class="lineno"> 2091</span>&#160;    (T_CLUSTERIDX) aiomatrixresizerow_centroids.getNumRows();</div><div class="line"><a name="l02092"></a><span class="lineno"> 2092</span>&#160;  </div><div class="line"><a name="l02093"></a><span class="lineno"> 2093</span>&#160;  std::vector&lt;nearest::NearestCentroids&lt;T_CLUSTERIDX,T_DIST&gt; &gt;</div><div class="line"><a name="l02094"></a><span class="lineno"> 2094</span>&#160;    lvector_nearestCentroidsDist(lcidx_numClusters);</div><div class="line"><a name="l02095"></a><span class="lineno"> 2095</span>&#160;  </div><div class="line"><a name="l02096"></a><span class="lineno"> 2096</span>&#160;  <a class="code" href="namespacenearest.html#a37c50c65b465ec4e30705027701420fd">nearest::findAllPairCentroidsClosest</a> </div><div class="line"><a name="l02097"></a><span class="lineno"> 2097</span>&#160;    (lvector_nearestCentroidsDist,</div><div class="line"><a name="l02098"></a><span class="lineno"> 2098</span>&#160;     aiomatrixresizerow_centroids,</div><div class="line"><a name="l02099"></a><span class="lineno"> 2099</span>&#160;     aoipartlinkstats_partition.getNumInstancesClusterK(),</div><div class="line"><a name="l02100"></a><span class="lineno"> 2100</span>&#160;     aifunc2p_dist</div><div class="line"><a name="l02101"></a><span class="lineno"> 2101</span>&#160;     );</div><div class="line"><a name="l02102"></a><span class="lineno"> 2102</span>&#160;</div><div class="line"><a name="l02103"></a><span class="lineno"> 2103</span>&#160;  <span class="keywordflow">while</span> ( lcidx_numClusters &gt;  aicidx_numclusterKToReduce ) {</div><div class="line"><a name="l02104"></a><span class="lineno"> 2104</span>&#160;</div><div class="line"><a name="l02105"></a><span class="lineno"> 2105</span>&#160;    std::pair&lt;T_CLUSTERIDX,T_CLUSTERIDX&gt; lpair_centroidIdxToMerged =</div><div class="line"><a name="l02106"></a><span class="lineno"> 2106</span>&#160;      <a class="code" href="namespacenearest.html#a42d33c1da05f3657dfb177d48ac19365">nearest::findNearestCentroids</a>(lvector_nearestCentroidsDist);</div><div class="line"><a name="l02107"></a><span class="lineno"> 2107</span>&#160;</div><div class="line"><a name="l02108"></a><span class="lineno"> 2108</span>&#160;    <span class="comment">/*Begin merge</span></div><div class="line"><a name="l02109"></a><span class="lineno"> 2109</span>&#160;<span class="comment">     */</span>    </div><div class="line"><a name="l02110"></a><span class="lineno"> 2110</span>&#160;    <a class="code" href="namespacenearest.html#a0c0aa8e52b55ae477e92bcecc6ca0000">nearest::markRecalculationNearest</a></div><div class="line"><a name="l02111"></a><span class="lineno"> 2111</span>&#160;      (lvector_nearestCentroidsDist,</div><div class="line"><a name="l02112"></a><span class="lineno"> 2112</span>&#160;       lpair_centroidIdxToMerged</div><div class="line"><a name="l02113"></a><span class="lineno"> 2113</span>&#160;       );</div><div class="line"><a name="l02114"></a><span class="lineno"> 2114</span>&#160;</div><div class="line"><a name="l02115"></a><span class="lineno"> 2115</span>&#160;    aiomatrixresizerow_centroids.mergeTwoRow</div><div class="line"><a name="l02116"></a><span class="lineno"> 2116</span>&#160;      (lpair_centroidIdxToMerged,</div><div class="line"><a name="l02117"></a><span class="lineno"> 2117</span>&#160;       aoipartlinkstats_partition.getNumInstancesClusterKi( lpair_centroidIdxToMerged.first  ),</div><div class="line"><a name="l02118"></a><span class="lineno"> 2118</span>&#160;       aoipartlinkstats_partition.getNumInstancesClusterKi( lpair_centroidIdxToMerged.second  )</div><div class="line"><a name="l02119"></a><span class="lineno"> 2119</span>&#160;       );</div><div class="line"><a name="l02120"></a><span class="lineno"> 2120</span>&#160;    </div><div class="line"><a name="l02121"></a><span class="lineno"> 2121</span>&#160;    <a class="code" href="namespaceclusteringop.html#a085fe038ee0b6d313db259ac1b61cafb">joinPartition</a></div><div class="line"><a name="l02122"></a><span class="lineno"> 2122</span>&#160;      (aoipartlinkstats_partition,</div><div class="line"><a name="l02123"></a><span class="lineno"> 2123</span>&#160;       lpair_centroidIdxToMerged.second,</div><div class="line"><a name="l02124"></a><span class="lineno"> 2124</span>&#160;       lpair_centroidIdxToMerged.first,</div><div class="line"><a name="l02125"></a><span class="lineno"> 2125</span>&#160;       aiiterator_instfirst</div><div class="line"><a name="l02126"></a><span class="lineno"> 2126</span>&#160;       );</div><div class="line"><a name="l02127"></a><span class="lineno"> 2127</span>&#160;    aiomatrixresizerow_centroids.removeRow((<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) lpair_centroidIdxToMerged.second);</div><div class="line"><a name="l02128"></a><span class="lineno"> 2128</span>&#160;   </div><div class="line"><a name="l02129"></a><span class="lineno"> 2129</span>&#160;    <a class="code" href="namespacenearest.html#a7384baf6c6bb160a2f2c48b8ec108433">nearest::deleteNearestCentroid</a></div><div class="line"><a name="l02130"></a><span class="lineno"> 2130</span>&#160;      (lvector_nearestCentroidsDist,</div><div class="line"><a name="l02131"></a><span class="lineno"> 2131</span>&#160;       lpair_centroidIdxToMerged.second</div><div class="line"><a name="l02132"></a><span class="lineno"> 2132</span>&#160;       );</div><div class="line"><a name="l02133"></a><span class="lineno"> 2133</span>&#160;    <span class="comment">/*End merge</span></div><div class="line"><a name="l02134"></a><span class="lineno"> 2134</span>&#160;<span class="comment">     */</span></div><div class="line"><a name="l02135"></a><span class="lineno"> 2135</span>&#160;      </div><div class="line"><a name="l02136"></a><span class="lineno"> 2136</span>&#160;    <a class="code" href="namespacenearest.html#a390d98af80f757ab4456490646b8ae84">nearest::recalculateDistNearestCentroids</a></div><div class="line"><a name="l02137"></a><span class="lineno"> 2137</span>&#160;      (lvector_nearestCentroidsDist,</div><div class="line"><a name="l02138"></a><span class="lineno"> 2138</span>&#160;       aiomatrixresizerow_centroids,</div><div class="line"><a name="l02139"></a><span class="lineno"> 2139</span>&#160;       aoipartlinkstats_partition.getNumInstancesClusterK(),</div><div class="line"><a name="l02140"></a><span class="lineno"> 2140</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l02141"></a><span class="lineno"> 2141</span>&#160;       );</div><div class="line"><a name="l02142"></a><span class="lineno"> 2142</span>&#160;</div><div class="line"><a name="l02143"></a><span class="lineno"> 2143</span>&#160;    --lcidx_numClusters;</div><div class="line"><a name="l02144"></a><span class="lineno"> 2144</span>&#160;</div><div class="line"><a name="l02145"></a><span class="lineno"> 2145</span>&#160;  } <span class="comment">/* While */</span></div><div class="line"><a name="l02146"></a><span class="lineno"> 2146</span>&#160;</div><div class="line"><a name="l02147"></a><span class="lineno"> 2147</span>&#160;  aoipartlinkstats_partition.resize( (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) aicidx_numclusterKToReduce);</div><div class="line"><a name="l02148"></a><span class="lineno"> 2148</span>&#160;  aiomatrixresizerow_centroids.resize( (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) aicidx_numclusterKToReduce);</div><div class="line"><a name="l02149"></a><span class="lineno"> 2149</span>&#160;</div><div class="line"><a name="l02150"></a><span class="lineno"> 2150</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02151"></a><span class="lineno"> 2151</span>&#160;</div><div class="line"><a name="l02152"></a><span class="lineno"> 2152</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02153"></a><span class="lineno"> 2153</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02154"></a><span class="lineno"> 2154</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l02155"></a><span class="lineno"> 2155</span>&#160;    std::ostringstream lostrstream_labelPartition;</div><div class="line"><a name="l02156"></a><span class="lineno"> 2156</span>&#160;    lostrstream_labelPartition &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;:aoipartlinkstats_partition&quot;</span>;</div><div class="line"><a name="l02157"></a><span class="lineno"> 2157</span>&#160;    aoipartlinkstats_partition.print(std::cout,lostrstream_labelPartition.str().c_str(),<span class="charliteral">&#39;,&#39;</span>);</div><div class="line"><a name="l02158"></a><span class="lineno"> 2158</span>&#160;    std::cout &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l02159"></a><span class="lineno"> 2159</span>&#160;    std::ostringstream lostrstream_labelCentroids;</div><div class="line"><a name="l02160"></a><span class="lineno"> 2160</span>&#160;    lostrstream_labelCentroids &lt;&lt; <span class="stringliteral">&quot;&lt;CENTROIDS:aiomatrixresizerow_centroids&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l02161"></a><span class="lineno"> 2161</span>&#160;    aiomatrixresizerow_centroids.print(std::cout,lostrstream_labelCentroids.str().c_str(),<span class="charliteral">&#39;,&#39;</span>,<span class="charliteral">&#39;;&#39;</span>);</div><div class="line"><a name="l02162"></a><span class="lineno"> 2162</span>&#160;    </div><div class="line"><a name="l02163"></a><span class="lineno"> 2163</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l02164"></a><span class="lineno"> 2164</span>&#160;  }</div><div class="line"><a name="l02165"></a><span class="lineno"> 2165</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l02166"></a><span class="lineno"> 2166</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l02167"></a><span class="lineno"> 2167</span>&#160;}</div><div class="line"><a name="l02168"></a><span class="lineno"> 2168</span>&#160;</div><div class="line"><a name="l02169"></a><span class="lineno"> 2169</span>&#160;} <span class="comment">/*END namespace clusteringop*/</span></div><div class="line"><a name="l02170"></a><span class="lineno"> 2170</span>&#160;  </div><div class="line"><a name="l02171"></a><span class="lineno"> 2171</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__CLUSTERING_OPERATOR_CENTROIDS_HPP*/</span><span class="preprocessor"></span></div><div class="ttc" id="classpartition_1_1_partition_label_html"><div class="ttname"><a href="classpartition_1_1_partition_label.html">partition::PartitionLabel</a></div><div class="ttdoc">Partition of instances with label string assigned previous.</div><div class="ttdef"><b>Definition:</b> <a href="partition__label_8hpp_source.html#l00036">partition_label.hpp:36</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_a105a75742a54520f643812c0ad4f0598"><div class="ttname"><a href="namespaceclusteringop.html#a105a75742a54520f643812c0ad4f0598">clusteringop::fillEmptyPartitions</a></div><div class="ttdeci">void fillEmptyPartitions(ds::PartitionLinkedStats&lt; T_FEATURE, T_CLUSTERIDX, T_INSTANCE_FREQUENCY, T_INSTANCES_CLUSTER_K, T_FEATURE_SUM &gt; &amp;aiopartlinkstats_partition, mat::MatrixResizableRow&lt; T_FEATURE, T_INSTANCES_CLUSTER_K &gt; &amp;aiomatrixresizerow_centroids, const INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Fill empty partitions.</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l01760">clustering_operator_centroids.hpp:1760</a></div></div>
<div class="ttc" id="bit__array_8hpp_html"><div class="ttname"><a href="bit__array_8hpp.html">bit_array.hpp</a></div><div class="ttdoc">bit array</div></div>
<div class="ttc" id="classpartition_1_1_partition_disj_sets_html"><div class="ttname"><a href="classpartition_1_1_partition_disj_sets.html">partition::PartitionDisjSets</a></div><div class="ttdoc">Partition of instances in base DisjSets data structure.</div><div class="ttdef"><b>Definition:</b> <a href="partition__disjsets_8hpp_source.html#l00037">partition_disjsets.hpp:37</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a1070fba1c0ec0fbaa309f141817be412"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a1070fba1c0ec0fbaa309f141817be412">mat::MatrixRow::initialize</a></div><div class="ttdeci">void initialize(const T_FEATURE ait_value=T_FEATURE(0))</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00129">matrix.hpp:129</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_ac500eedd5e203327d3292f8ab22d8f3e"><div class="ttname"><a href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">mat::MatrixBase::getNumRows</a></div><div class="ttdeci">const uintidx getNumRows() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00076">matrix_base.hpp:76</a></div></div>
<div class="ttc" id="namespacestats_html_a61ea16e97e098fc1598f4a2975cb0a24"><div class="ttname"><a href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="ttdeci">void meanVector(T_FEATURE *aoarrayt_mean, const T_FEATURE_NUM ait_feactureNum, const T_FEATURE_SUM *aiarrayt_feactureSum, const uintidx aiu_idxVector=0)</div><div class="ttdoc">￼Calculate average of a vector</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00055">stats_instances.hpp:55</a></div></div>
<div class="ttc" id="namespacenearest_html_a7384baf6c6bb160a2f2c48b8ec108433"><div class="ttname"><a href="namespacenearest.html#a7384baf6c6bb160a2f2c48b8ec108433">nearest::deleteNearestCentroid</a></div><div class="ttdeci">void deleteNearestCentroid(std::vector&lt; NearestCentroids&lt; T_CLUSTERIDX, T_DIST &gt; &gt; &amp;aovector_nearestCentroids, const T_CLUSTERIDX aicidx_clusterToDelete)</div><div class="ttdoc">Delete a nearest::NearestCentroids.</div><div class="ttdef"><b>Definition:</b> <a href="nearestcentroids__operator_8hpp_source.html#l00438">nearestcentroids_operator.hpp:438</a></div></div>
<div class="ttc" id="classds_1_1_iterator_partition_linked_html"><div class="ttname"><a href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked</a></div><div class="ttdoc">An iterator for a PartitionLinked.</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00035">partition_linked.hpp:35</a></div></div>
<div class="ttc" id="clustering__operator__centroids_8hpp_html_acee5944d570f2fb7efdf1d4c801b30fb"><div class="ttname"><a href="clustering__operator__centroids_8hpp.html#acee5944d570f2fb7efdf1d4c801b30fb">gmt19937_eng</a></div><div class="ttdeci">StdMT19937 gmt19937_eng</div><div class="ttdef"><b>Definition:</b> <a href="random__ext_8hpp_source.html#l00063">random_ext.hpp:63</a></div></div>
<div class="ttc" id="namespaceclusteringop_html"><div class="ttname"><a href="namespaceclusteringop.html">clusteringop</a></div><div class="ttdoc">Clustering operators.</div></div>
<div class="ttc" id="namespaceclusteringop_html_ad049486ebab197e0041b0f9f36b2b30b"><div class="ttname"><a href="namespaceclusteringop.html#ad049486ebab197e0041b0f9f36b2b30b">clusteringop::getClusters</a></div><div class="ttdeci">std::tuple&lt; mat::MatrixRow&lt; T_FEATURE &gt;, partition::PartitionDisjSets&lt; T_CLUSTERIDX &gt;, std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &gt; getClusters(const mat::BitArray&lt; T_BITSIZE &gt; &amp;aibirarray_clusterSeedIdx, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrowt_Vi, const std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aivectort_numInstBi, const dist::Dist&lt; T_REAL, T_FEATURE &gt; &amp;aifunc2p_dist, const T_CLUSTERIDX aiit_datatypeClusterIdx)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00750">clustering_operator_centroids.hpp:750</a></div></div>
<div class="ttc" id="matrix_8hpp_html"><div class="ttname"><a href="matrix_8hpp.html">matrix.hpp</a></div><div class="ttdoc">matrix</div></div>
<div class="ttc" id="common_8hpp_html_a3f6c33fb604556cdc425e7aa2289d009"><div class="ttname"><a href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a></div><div class="ttdeci">uint32_t uintidx</div><div class="ttdef"><b>Definition:</b> <a href="common_8hpp_source.html#l00020">common.hpp:20</a></div></div>
<div class="ttc" id="common_8hpp_html_af3832ec3c2aad9eb797abf385e290d28"><div class="ttname"><a href="common_8hpp.html#af3832ec3c2aad9eb797abf385e290d28">UINTIDX_NIL</a></div><div class="ttdeci">static const uintidx UINTIDX_NIL</div><div class="ttdef"><b>Definition:</b> <a href="common_8hpp_source.html#l00025">common.hpp:25</a></div></div>
<div class="ttc" id="partition__label_8hpp_html"><div class="ttname"><a href="partition__label_8hpp.html">partition_label.hpp</a></div><div class="ttdoc">Partition based on the label of the instances.</div></div>
<div class="ttc" id="classmat_1_1_bit_array_html_a29b36b5521b6ab19f7427f3d1f7bee4b"><div class="ttname"><a href="classmat_1_1_bit_array.html#a29b36b5521b6ab19f7427f3d1f7bee4b">mat::BitArray::size</a></div><div class="ttdeci">uintidx size() const</div><div class="ttdef"><b>Definition:</b> <a href="bit__array_8hpp_source.html#l00117">bit_array.hpp:117</a></div></div>
<div class="ttc" id="classds_1_1_iterator_partition_linked_html_ad171cb96653fadaec272389381a4f8b4"><div class="ttname"><a href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">ds::IteratorPartitionLinked::begin</a></div><div class="ttdeci">void begin(T_CLUSTERIDX aicidx_clusterK)</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00372">partition_linked.hpp:372</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a925f44ed84d40e9af5050fa0e1373396"><div class="ttname"><a href="namespaceinterfacesse.html#a925f44ed84d40e9af5050fa0e1373396">interfacesse::copy</a></div><div class="ttdeci">void copy(T *aoarrayt_y, const T *aiarrayt_x, const uintidx aiui_lengthArray)</div><div class="ttdoc">copy array aoarrayt_x in aoarrayt_y of type T</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00069">interface_level1.hpp:69</a></div></div>
<div class="ttc" id="classmat_1_1_bit_array_html"><div class="ttname"><a href="classmat_1_1_bit_array.html">mat::BitArray</a></div><div class="ttdoc">Bit array.</div><div class="ttdef"><b>Definition:</b> <a href="bit__array_8hpp_source.html#l00043">bit_array.hpp:43</a></div></div>
<div class="ttc" id="classds_1_1_partition_linked_stats_html"><div class="ttname"><a href="classds_1_1_partition_linked_stats.html">ds::PartitionLinkedStats</a></div><div class="ttdoc">Partition with an array of membership.</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked__stats_8hpp_source.html#l00044">partition_linked_stats.hpp:44</a></div></div>
<div class="ttc" id="classpartition_1_1_partition_html"><div class="ttname"><a href="classpartition_1_1_partition.html">partition::Partition</a></div><div class="ttdoc">Definition of the abstract class Partition, to build a cluster of a dataset.</div><div class="ttdef"><b>Definition:</b> <a href="partition_8hpp_source.html#l00035">partition.hpp:35</a></div></div>
<div class="ttc" id="classdata_1_1_instance_freq_html_a99fa2afc7a6375f3d71af4adc3c21f39"><div class="ttname"><a href="classdata_1_1_instance_freq.html#a99fa2afc7a6375f3d71af4adc3c21f39">data::InstanceFreq::getFrequency</a></div><div class="ttdeci">const T_INSTANCE_FREQUENCY getFrequency() const</div><div class="ttdef"><b>Definition:</b> <a href="instance__frequency_8hpp_source.html#l00100">instance_frequency.hpp:100</a></div></div>
<div class="ttc" id="stats__instances_8hpp_html"><div class="ttname"><a href="stats__instances_8hpp.html">stats_instances.hpp</a></div><div class="ttdoc">Statistics for instances.</div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html"><div class="ttname"><a href="classmat_1_1_matrix_row.html">mat::MatrixRow</a></div><div class="ttdoc">Matrix store items for row.</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00046">matrix.hpp:46</a></div></div>
<div class="ttc" id="classds_1_1_iterator_partition_linked_html_a1a031c033d0d2d1c6982ced4e0473831"><div class="ttname"><a href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">ds::IteratorPartitionLinked::getValue</a></div><div class="ttdeci">uintidx getValue()</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00389">partition_linked.hpp:389</a></div></div>
<div class="ttc" id="namespacenearest_html_a8b0d89680acfe7ef438ae465bd633fb1"><div class="ttname"><a href="namespacenearest.html#a8b0d89680acfe7ef438ae465bd633fb1">nearest::NN</a></div><div class="ttdeci">T_CLUSTERIDX NN(T_DIST &amp;aort_distMinCentInst, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrowt_centroids, const T_FEATURE *aiat_instance, const dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">NN Find the centroid closest to an instance.</div><div class="ttdef"><b>Definition:</b> <a href="nearestinstance__operator_8hpp_source.html#l00192">nearestinstance_operator.hpp:192</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a144ebf70bf38495c3de1aca2c8365e08"><div class="ttname"><a href="namespaceinterfacesse.html#a144ebf70bf38495c3de1aca2c8365e08">interfacesse::scal</a></div><div class="ttdeci">void scal(T *aoarrayt_x, const T ait_alpha, const uintidx aiui_lengthArray)</div><div class="ttdoc">scal items of the array of type T</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00276">interface_level1.hpp:276</a></div></div>
<div class="ttc" id="classdata_1_1_instance_html_a90d1eaeb66cc1470bbfdb95434fdb761"><div class="ttname"><a href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance::getNumDimensions</a></div><div class="ttdeci">static uintidx getNumDimensions()</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00145">instance.hpp:145</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_a70200414022ce1479b9ddc16102b12ae"><div class="ttname"><a href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">mat::MatrixBase::getNumColumns</a></div><div class="ttdeci">const uintidx getNumColumns() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00081">matrix_base.hpp:81</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_a5a2ccb8bee604ff182b712b2ecb91020"><div class="ttname"><a href="namespaceclusteringop.html#a5a2ccb8bee604ff182b712b2ecb91020">clusteringop::removeEmptyPartitions</a></div><div class="ttdeci">void removeEmptyPartitions(ds::PartitionLinkedStats&lt; T_FEATURE, T_CLUSTERIDX, T_INSTANCE_FREQUENCY, T_INSTANCES_CLUSTER_K, T_FEATURE_SUM &gt; &amp;aoipartlinkstats_partition, mat::MatrixResizableRow&lt; T_FEATURE, T_INSTANCES_CLUSTER_K &gt; &amp;aomatrixresizerow_centroids, const INPUT_ITERATOR aiiterator_instfirst, const T_CLUSTERIDX aicidx_numclusterKTopMin)</div><div class="ttdoc">Remove empty partitions.</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l01949">clustering_operator_centroids.hpp:1949</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_a44a4fb40b11fb73247f3efad50d19183"><div class="ttname"><a href="namespaceclusteringop.html#a44a4fb40b11fb73247f3efad50d19183">clusteringop::initialize</a></div><div class="ttdeci">void initialize(mat::MatrixBase&lt; T_FEATURE &gt; &amp;aomatrixt_centroids, const INPUT_ITERATOR aiiterator_instfirst, INPUT_ITERATOR_IDX aiiterator_idxInstanceRandFirst)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00136">clustering_operator_centroids.hpp:136</a></div></div>
<div class="ttc" id="classdata_1_1_instance_freq_html_ae9a6c35a45fe18ed9cc794f610e0186d"><div class="ttname"><a href="classdata_1_1_instance_freq.html#ae9a6c35a45fe18ed9cc794f610e0186d">data::InstanceFreq::print</a></div><div class="ttdeci">virtual void print(std::ostream &amp;os=std::cout, const char aic_delim='\t') const</div><div class="ttdef"><b>Definition:</b> <a href="instance__frequency_8hpp_source.html#l00105">instance_frequency.hpp:105</a></div></div>
<div class="ttc" id="namespaceinout_html_a0c10a45877a347dec0d4ec4e5b05b828"><div class="ttname"><a href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="ttdeci">void containerprint(INPUT_ITERATOR iterator_first, INPUT_ITERATOR iterator_last, std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;, const char aic_delimCoef=',')</div><div class="ttdef"><b>Definition:</b> <a href="container__out_8hpp_source.html#l00050">container_out.hpp:50</a></div></div>
<div class="ttc" id="random__ext_8hpp_html"><div class="ttname"><a href="random__ext_8hpp.html">random_ext.hpp</a></div><div class="ttdoc">Operation for the generation of pseudo random numbers.</div></div>
<div class="ttc" id="nearestinstance__operator_8hpp_html"><div class="ttname"><a href="nearestinstance__operator_8hpp.html">nearestinstance_operator.hpp</a></div><div class="ttdoc">nearest instance operator</div></div>
<div class="ttc" id="namespacenearest_html_a42d33c1da05f3657dfb177d48ac19365"><div class="ttname"><a href="namespacenearest.html#a42d33c1da05f3657dfb177d48ac19365">nearest::findNearestCentroids</a></div><div class="ttdeci">std::pair&lt; T_CLUSTERIDX, T_CLUSTERIDX &gt; findNearestCentroids(const std::vector&lt; NearestCentroids&lt; T_CLUSTERIDX, T_DIST &gt; &gt; &amp;aivector_nearestCentroidsDist)</div><div class="ttdoc">Find the nearest pair of centroids.</div><div class="ttdef"><b>Definition:</b> <a href="nearestcentroids__operator_8hpp_source.html#l00334">nearestcentroids_operator.hpp:334</a></div></div>
<div class="ttc" id="classpartition_1_1_partition_html_a4a440dcaeb42e05a52a46405eb30d36e"><div class="ttname"><a href="classpartition_1_1_partition.html#a4a440dcaeb42e05a52a46405eb30d36e">partition::Partition::getNumCluster</a></div><div class="ttdeci">virtual const T_CLUSTERIDX getNumCluster() const =0</div></div>
<div class="ttc" id="namespaceclusteringop_html_a3b44507749ee74e3ef4cb30ea4c8ed6f"><div class="ttname"><a href="namespaceclusteringop.html#a3b44507749ee74e3ef4cb30ea4c8ed6f">clusteringop::updateClusterCj</a></div><div class="ttdeci">void updateClusterCj(mat::MatrixRow&lt; T_FEATURE &gt; &amp;aiomatrixt_centroids, mat::MatrixRow&lt; T_FEATURE_SUM &gt; &amp;aiomatrixt_sumInstCluster, std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aovectorit_numInstClusterK, T_CLUSTERIDX *aioarraycidx_memberShip, T_CLUSTERIDX aicidx_Cj, std::vector&lt; T_CLUSTERIDX &gt; &amp;aivectorcidx_clustersNew, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l01134">clustering_operator_centroids.hpp:1134</a></div></div>
<div class="ttc" id="nearestcentroids__operator_8hpp_html"><div class="ttname"><a href="nearestcentroids__operator_8hpp.html">nearestcentroids_operator.hpp</a></div><div class="ttdoc">nearest centroids operator</div></div>
<div class="ttc" id="namespaceclusteringop_html_a2fc69a2d3ca3c2fcc28c71892eee446a"><div class="ttname"><a href="namespaceclusteringop.html#a2fc69a2d3ca3c2fcc28c71892eee446a">clusteringop::updateCentroids</a></div><div class="ttdeci">void updateCentroids(T_CLUSTERIDX &amp;aocidx_numClusterNull, mat::MatrixRow&lt; T_FEATURE &gt; &amp;aiomatrixt_centroids, mat::MatrixRow&lt; T_FEATURE_SUM &gt; &amp;aomatrixt_sumInstancesCluster, std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aovectort_numInstancesInClusterK, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l01040">clustering_operator_centroids.hpp:1040</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_aaf9c618adece3370f1da1abe8d9ce36e"><div class="ttname"><a href="namespaceclusteringop.html#aaf9c618adece3370f1da1abe8d9ce36e">clusteringop::randomInitialize</a></div><div class="ttdeci">void randomInitialize(mat::MatrixBase&lt; T_FEATURE &gt; &amp;aomatrixt_centroids, const INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00205">clustering_operator_centroids.hpp:205</a></div></div>
<div class="ttc" id="namespaceprob_html_a15090755bafc59aa295f2d02be64af8c"><div class="ttname"><a href="namespaceprob.html#a15090755bafc59aa295f2d02be64af8c">prob::getWithoutRepeatsSet</a></div><div class="ttdeci">auto getWithoutRepeatsSet(const uintidx aiuintidx_numbersToGenerate, FUNCTION function_generate) -&gt; std::unordered_set&lt; decltype(function_generate())&gt;</div><div class="ttdoc">Get a set of random number diferent.</div><div class="ttdef"><b>Definition:</b> <a href="probability__selection_8hpp_source.html#l00215">probability_selection.hpp:215</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_aa4b94bf2bf8cb7c437fa3feba8b70ff8"><div class="ttname"><a href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="ttdeci">void copya(T *aoarrayt_x, const T ait_alpha, const uintidx aiui_lengthArray)</div><div class="ttdoc">Initializes the array with a constant .</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00046">interface_level1.hpp:46</a></div></div>
<div class="ttc" id="linear__algebra__level1_8hpp_html"><div class="ttname"><a href="linear__algebra__level1_8hpp.html">linear_algebra_level1.hpp</a></div><div class="ttdoc">linear algebra level1</div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a5391a205367fbaac82a26ddc377a80af"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">mat::MatrixRow::getRow</a></div><div class="ttdeci">const T_FEATURE * getRow(const uintidx i) const</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00181">matrix.hpp:181</a></div></div>
<div class="ttc" id="nearestinstance__operator_8hpp_html_ac6dfec13abcffd9b8f8abd4ad0cf6f11"><div class="ttname"><a href="nearestinstance__operator_8hpp.html#ac6dfec13abcffd9b8f8abd4ad0cf6f11">NEARESTCENTROID_UNKNOWN</a></div><div class="ttdeci">#define NEARESTCENTROID_UNKNOWN</div><div class="ttdef"><b>Definition:</b> <a href="nearestinstance__operator_8hpp_source.html#l00035">nearestinstance_operator.hpp:35</a></div></div>
<div class="ttc" id="probability__selection_8hpp_html"><div class="ttname"><a href="probability__selection_8hpp.html">probability_selection.hpp</a></div><div class="ttdoc">probability selection</div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a156313f6aa515994b76321ff03780b16"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a156313f6aa515994b76321ff03780b16">mat::MatrixRow::print</a></div><div class="ttdeci">virtual void print(std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;, const char aic_delimCoef=',', const char aic_delimRow='\n') const</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00336">matrix.hpp:336</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_ab64951784015cb55d4b8a32993255713"><div class="ttname"><a href="namespaceclusteringop.html#ab64951784015cb55d4b8a32993255713">clusteringop::meanCentroids</a></div><div class="ttdeci">void meanCentroids(T_CLUSTERIDX &amp;aocidx_numClusterNull, mat::MatrixBase&lt; T_CENTROIDS &gt; &amp;aomatrixt_meanCentroids, mat::MatrixBase&lt; T_FEATURE_SUM &gt; &amp;aimatrixtrowt_sumInstancesClusterK, std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aovectort_numInstClusterK)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00066">clustering_operator_centroids.hpp:66</a></div></div>
<div class="ttc" id="structdist_1_1_dist_html"><div class="ttname"><a href="structdist_1_1_dist.html">dist::Dist</a></div><div class="ttdoc">Generic dist.</div><div class="ttdef"><b>Definition:</b> <a href="dist_8hpp_source.html#l00034">dist.hpp:34</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a948123152e5a1224ca48861b25b6dc0e"><div class="ttname"><a href="namespaceinterfacesse.html#a948123152e5a1224ca48861b25b6dc0e">interfacesse::scalInv</a></div><div class="ttdeci">void scalInv(T_INT1 *aoarrayint1_x, const T_INT2 ait_alpha, const uintidx aiui_lengthArray)</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00328">interface_level1.hpp:328</a></div></div>
<div class="ttc" id="classdata_1_1_instance_html_aa6ee19c383a86228b3d134e42bdb6830"><div class="ttname"><a href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">data::Instance::getFeatures</a></div><div class="ttdeci">const T_FEATURE * getFeatures() const</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00191">instance.hpp:191</a></div></div>
<div class="ttc" id="namespacenearest_html_a0c0aa8e52b55ae477e92bcecc6ca0000"><div class="ttname"><a href="namespacenearest.html#a0c0aa8e52b55ae477e92bcecc6ca0000">nearest::markRecalculationNearest</a></div><div class="ttdeci">void markRecalculationNearest(std::vector&lt; NearestCentroids&lt; T_CLUSTERIDX, T_DIST &gt; &gt; &amp;aovector_nearestCentroids, const std::pair&lt; T_CLUSTERIDX, T_CLUSTERIDX &gt; &amp;aipair_merged)</div><div class="ttdoc">Mark pairs of centroids that depend on the pair to be joined.</div><div class="ttdef"><b>Definition:</b> <a href="nearestcentroids__operator_8hpp_source.html#l00377">nearestcentroids_operator.hpp:377</a></div></div>
<div class="ttc" id="classdata_1_1_instance_freq_html"><div class="ttname"><a href="classdata_1_1_instance_freq.html">data::InstanceFreq</a></div><div class="ttdoc">Patterns, usually vectors in a multidimensional space, with an attribute to store occurrences of inst...</div><div class="ttdef"><b>Definition:</b> <a href="instance__frequency_8hpp_source.html#l00034">instance_frequency.hpp:34</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_a8dda4c828d8ffde2aff08eb40dc35190"><div class="ttname"><a href="namespaceclusteringop.html#a8dda4c828d8ffde2aff08eb40dc35190">clusteringop::pnnFast</a></div><div class="ttdeci">void pnnFast(ds::PartitionLinkedStats&lt; T_FEATURE, T_CLUSTERIDX, T_INSTANCE_FREQUENCY, T_INSTANCES_CLUSTER_K, T_FEATURE_SUM &gt; &amp;aoipartlinkstats_partition, mat::MatrixResizableRow&lt; T_FEATURE, T_INSTANCES_CLUSTER_K &gt; &amp;aiomatrixresizerow_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const T_CLUSTERIDX aicidx_numclusterKToReduce, const dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l02044">clustering_operator_centroids.hpp:2044</a></div></div>
<div class="ttc" id="random__ext_8hpp_html_a096d42d6e488c0b0de08cd7c24ec0099"><div class="ttname"><a href="random__ext_8hpp.html#a096d42d6e488c0b0de08cd7c24ec0099">StdMT19937</a></div><div class="ttdeci">std::mt19937 StdMT19937</div><div class="ttdef"><b>Definition:</b> <a href="random__ext_8hpp_source.html#l00060">random_ext.hpp:60</a></div></div>
<div class="ttc" id="classds_1_1_bit_container_html_ac411be8a6a028077107ab9c7a60b5546"><div class="ttname"><a href="classds_1_1_bit_container.html#ac411be8a6a028077107ab9c7a60b5546">ds::BitContainer::getBit</a></div><div class="ttdeci">bool getBit(uintidx i) const</div><div class="ttdef"><b>Definition:</b> <a href="bit__container_8hpp_source.html#l00224">bit_container.hpp:224</a></div></div>
<div class="ttc" id="verbose__global_8hpp_html"><div class="ttname"><a href="verbose__global_8hpp.html">verbose_global.hpp</a></div><div class="ttdoc">verbose global</div></div>
<div class="ttc" id="namespacenearest_html_a37c50c65b465ec4e30705027701420fd"><div class="ttname"><a href="namespacenearest.html#a37c50c65b465ec4e30705027701420fd">nearest::findAllPairCentroidsClosest</a></div><div class="ttdeci">void findAllPairCentroidsClosest(std::vector&lt; NearestCentroids&lt; T_CLUSTERIDX, T_DIST &gt; &gt; &amp;aovector_nearestCentroids, mat::MatrixBase&lt; T_CENTROIDS &gt; &amp;aimatrixt_centroids, std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aivectorit_numInstClusterK, const dist::Dist&lt; T_DIST, T_CENTROIDS &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Find all pair of centroids closest.</div><div class="ttdef"><b>Definition:</b> <a href="nearestcentroids__operator_8hpp_source.html#l00191">nearestcentroids_operator.hpp:191</a></div></div>
<div class="ttc" id="classmat_1_1_bit_array_html_a069efb2e4c68ffc2dec049e147de0fbb"><div class="ttname"><a href="classmat_1_1_bit_array.html#a069efb2e4c68ffc2dec049e147de0fbb">mat::BitArray::print</a></div><div class="ttdeci">void print(std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;) const</div><div class="ttdef"><b>Definition:</b> <a href="bit__array_8hpp_source.html#l00123">bit_array.hpp:123</a></div></div>
<div class="ttc" id="partition__disjsets_8hpp_html"><div class="ttname"><a href="partition__disjsets_8hpp.html">partition_disjsets.hpp</a></div><div class="ttdoc">Partition based on structure of disjoint joint data.</div></div>
<div class="ttc" id="namespaceclusteringop_html_ad5da564b9274992e7f64e53f3c9d14b3"><div class="ttname"><a href="namespaceclusteringop.html#ad5da564b9274992e7f64e53f3c9d14b3">clusteringop::reassignCluster</a></div><div class="ttdeci">uintidx reassignCluster(T_CLUSTERIDX *aioarraycidx_memberShip, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Change each instance to the nearest cluster.</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00421">clustering_operator_centroids.hpp:421</a></div></div>
<div class="ttc" id="classpartition_1_1_partition_html_a96660ce61740ab0287189b21833eccdf"><div class="ttname"><a href="classpartition_1_1_partition.html#a96660ce61740ab0287189b21833eccdf">partition::Partition::next</a></div><div class="ttdeci">virtual const T_CLUSTERIDX next()=0</div></div>
<div class="ttc" id="classds_1_1_iterator_partition_linked_html_af0e179fae69c0d4f047082ee44783613"><div class="ttname"><a href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">ds::IteratorPartitionLinked::end</a></div><div class="ttdeci">bool end()</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00384">partition_linked.hpp:384</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_a085fe038ee0b6d313db259ac1b61cafb"><div class="ttname"><a href="namespaceclusteringop.html#a085fe038ee0b6d313db259ac1b61cafb">clusteringop::joinPartition</a></div><div class="ttdeci">void joinPartition(ds::PartitionLinkedStats&lt; T_FEATURE, T_CLUSTERIDX, T_INSTANCE_FREQUENCY, T_INSTANCES_CLUSTER_K, T_FEATURE_SUM &gt; &amp;aoipartlinkstats_partition, const T_CLUSTERIDX aicidx_partitionFrom, const T_CLUSTERIDX aicidx_partitionTo, const INPUT_ITERATOR aiiterator_instfirst)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l01649">clustering_operator_centroids.hpp:1649</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_a4cdb6c084f99e4aec0373760c093ee11"><div class="ttname"><a href="classmat_1_1_matrix_base.html#a4cdb6c084f99e4aec0373760c093ee11">mat::MatrixBase::print</a></div><div class="ttdeci">virtual void print(std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;, const char aic_delimCoef=',', const char aic_delimRow='\n') const =0</div></div>
<div class="ttc" id="classmat_1_1_matrix_resizable_row_html"><div class="ttname"><a href="classmat_1_1_matrix_resizable_row.html">mat::MatrixResizableRow</a></div><div class="ttdoc">MatrixResizableRow .</div><div class="ttdef"><b>Definition:</b> <a href="matrix__resizablerow_8hpp_source.html#l00040">matrix_resizablerow.hpp:40</a></div></div>
<div class="ttc" id="classds_1_1_bit_container_html_aefad9145f725e5584f59e6f9ff64e07b"><div class="ttname"><a href="classds_1_1_bit_container.html#aefad9145f725e5584f59e6f9ff64e07b">ds::BitContainer::getNumBitOn</a></div><div class="ttdeci">uintidx getNumBitOn() const</div><div class="ttdef"><b>Definition:</b> <a href="bit__container_8hpp_source.html#l00230">bit_container.hpp:230</a></div></div>
<div class="ttc" id="classdata_1_1_instance_html"><div class="ttname"><a href="classdata_1_1_instance.html">data::Instance</a></div><div class="ttdoc">Patterns, usually vectors in a multidimensional space.</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00037">instance.hpp:37</a></div></div>
<div class="ttc" id="instance__frequency_8hpp_html"><div class="ttname"><a href="instance__frequency_8hpp.html">instance_frequency.hpp</a></div><div class="ttdoc">instance with frequency</div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html"><div class="ttname"><a href="classmat_1_1_matrix_base.html">mat::MatrixBase</a></div><div class="ttdoc">MatrixBase.</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00042">matrix_base.hpp:42</a></div></div>
<div class="ttc" id="classds_1_1_disj_sets_html"><div class="ttname"><a href="classds_1_1_disj_sets.html">ds::DisjSets</a></div><div class="ttdoc">Disjoint-set.</div><div class="ttdef"><b>Definition:</b> <a href="disjsets_8hpp_source.html#l00036">disjsets.hpp:36</a></div></div>
<div class="ttc" id="partition__linked__stats_8hpp_html"><div class="ttname"><a href="partition__linked__stats_8hpp.html">partition_linked_stats.hpp</a></div><div class="ttdoc">Linked partition data structure with statistics.</div></div>
<div class="ttc" id="namespaceclusteringop_html_ac52fbdbee047ca93bef1426d6493f31f"><div class="ttname"><a href="namespaceclusteringop.html#ac52fbdbee047ca93bef1426d6493f31f">clusteringop::getCentroids</a></div><div class="ttdeci">T_CLUSTERIDX getCentroids(mat::MatrixRow&lt; T_FEATURE &gt; &amp;aomatrixt_centroids, mat::MatrixRow&lt; T_FEATURE_SUM &gt; &amp;aomatrixt_sumInstancesCluster, std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aovectort_numInstancesInClusterK, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00608">clustering_operator_centroids.hpp:608</a></div></div>
<div class="ttc" id="namespacenearest_html_a390d98af80f757ab4456490646b8ae84"><div class="ttname"><a href="namespacenearest.html#a390d98af80f757ab4456490646b8ae84">nearest::recalculateDistNearestCentroids</a></div><div class="ttdeci">void recalculateDistNearestCentroids(std::vector&lt; NearestCentroids&lt; T_CLUSTERIDX, T_DIST &gt; &gt; &amp;aovector_nearestCentroids, mat::MatrixBase&lt; T_CENTROIDS &gt; &amp;aimatrixt_centroids, std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aivectorit_numInstClusterK, const dist::Dist&lt; T_DIST, T_CENTROIDS &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Recalculates distance between nearest::NearestCentroids.</div><div class="ttdef"><b>Definition:</b> <a href="nearestcentroids__operator_8hpp_source.html#l00261">nearestcentroids_operator.hpp:261</a></div></div>
<div class="ttc" id="classpartition_1_1_partition_html_acb8de7c890e05872858fb7a7aa53b657"><div class="ttname"><a href="classpartition_1_1_partition.html#acb8de7c890e05872858fb7a7aa53b657">partition::Partition::begin</a></div><div class="ttdeci">virtual void begin()=0</div></div>
<div class="ttc" id="classds_1_1_iterator_partition_linked_html_a83b887be41c97dc0bdfc47a02abbc383"><div class="ttname"><a href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">ds::IteratorPartitionLinked::next</a></div><div class="ttdeci">void next()</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00378">partition_linked.hpp:378</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_ae3b1c4b8e9cb7e7685d7bc129f875dcd"><div class="ttname"><a href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">mat::MatrixBase::getRow</a></div><div class="ttdeci">virtual const T_FEATURE * getRow(const uintidx i) const =0</div></div>
<div class="ttc" id="namespaceclusteringop_html_adcc8e46fcc27f73c5a683d7f509d03d5"><div class="ttname"><a href="namespaceclusteringop.html#adcc8e46fcc27f73c5a683d7f509d03d5">clusteringop::kmeansoperator</a></div><div class="ttdeci">T_CLUSTERIDX kmeansoperator(T_CLUSTERIDX *aioarraycidx_memberShip, mat::MatrixRow&lt; T_FEATURE &gt; &amp;aomatrixt_centroids, mat::MatrixRow&lt; T_FEATURE_SUM &gt; &amp;aomatrixt_sumInstancesCluster, std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aovectort_numInstancesInClusterK, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">K-Means Operator .</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l01283">clustering_operator_centroids.hpp:1283</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a9dd5fb43ad8a83ee5cb2f5ba1bb2085b"><div class="ttname"><a href="namespaceinterfacesse.html#a9dd5fb43ad8a83ee5cb2f5ba1bb2085b">interfacesse::axpy</a></div><div class="ttdeci">void axpy(T_INT1 *aoarrayt_y, const T_INT2 ait_alpha, const T_INT3 *aiarrayt_x, const uintidx aiui_lengthArray)</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00156">interface_level1.hpp:156</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_a4cd166849eef381706813bb06e2029b4"><div class="ttname"><a href="namespaceclusteringop.html#a4cd166849eef381706813bb06e2029b4">clusteringop::setUpCuster</a></div><div class="ttdeci">void setUpCuster(T_CLUSTERIDX *aioarraycidx_memberShip, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Set up cluster index.</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00511">clustering_operator_centroids.hpp:511</a></div></div>
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